{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TPTNet data viewer\n",
    "\n",
    "The file format is numpy's NPZ format.\n",
    "\n",
    "I wrote it with the idea of ​​placing 00-data-viewer.ipynb at the top, putting the npz data in the data folder as shown below, and running the code.\n",
    "\n",
    "```\n",
    ".\n",
    "|-- 00-data-viewer.ipynb\n",
    "|-- data\n",
    "|   |-- *.npz\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation\n",
    "The python version used was 3.8.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "load background constants."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# utm coordinate x-axis points.\n",
    "XAXIS = np.load('./data/domain.npz')['xaxis']\n",
    "\n",
    "# utm coordinate y-axis points.\n",
    "YAXIS = np.load('./data/domain.npz')['yaxis']\n",
    "\n",
    "# Station id and station location by utm coordinates\n",
    "IDPOSES_UTM = np.load('./data/idPoses_utm.npz')['value']\n",
    "\n",
    "# Helper function to view mesh data only inland\n",
    "def genWithMask(d, level_n=51, mask=None):\n",
    "    if type(mask) ==type(None):\n",
    "        _INLAND_MASK = np.load(\"./data/inland_mask_221006.npz\")[\"value\"].reshape(\n",
    "            1, 1, 128, 128\n",
    "        )\n",
    "        # _INLAND_MASK_B = _INLAND_MASK.bool()\n",
    "        mask = _INLAND_MASK\n",
    "    d[~mask] = -999\n",
    "    levels = np.linspace(d[mask].min(), d[mask].max(), level_n)\n",
    "    return d, levels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Brief data information\n",
    "\n",
    "A brief description of the files is shown in the table below.<br/>\n",
    "<br/>\n",
    "|file name | discription|\n",
    "|-------|------|\n",
    "|var_map_from_pt_ex4_10min_YYYY_1_4.npz|turbulent potential mesh data in 10-minute increments from January to April of year(YYYY)|\n",
    "|var_map_from_pt_ex4_10min_YYYY_5_8.npz|turbulent potential mesh data in 10-minute increments from May to August of year(YYYY)|\n",
    "|var_map_from_pt_ex4_10min_YYYY_9_12.npz|turbulent potential mesh data in 10-minute increments from September to December of year(YYYY)|\n",
    "|var_map_from_pt_ex4_15min_YYYY_1_6.npz|turbulent potential mesh data in 15-minute increments from January to June of year(YYYY)|\n",
    "|var_map_from_pt_ex4_15min_YYYY_7_12.npz|turbulent potential mesh data in 15-minute increments from July to December of year(YYYY)|\n",
    "|var_map_from_pt_ex4_30min_YYYY.npz|turbulent potential mesh data in 30-minute increments of year(YYYY)|\n",
    "|var_map_from_pt_ex4_60min_YYYY.npz|turbulent potential mesh data in 60-minute increments of year(YYYY)|\n",
    "|rel_hum_10min_YYYY_1_4.npz|Relative humidity mesh data in 10-minute increments from January to June of April(YYYY)|\n",
    "|rel_hum_10min_YYYY_5_8.npz|Relative humidity mesh data in 10-minute increments from May to August of year(YYYY)|\n",
    "|rel_hum_10min_YYYY_9_12.npz|Relative humidity mesh data in 10-minute increments from September to December of year(YYYY)|\n",
    "|rel_hum_60min_YYYY.npz|Relative humidity mesh data in 60-minute increments of year(YYYY)|\n",
    "|20days_avgd_year_data.npz|yearly, daily periodicity data|\n",
    "|temp_hum_rowData_npz_#n.npz|observed temperature and relative humidity data and time info. The data size was too large, so it was divided into four parts and stored.|\n",
    "|rel_hum_2020_2020.npz|Relative humidity mesh data in 60-minute increments of year 2020.|\n",
    "|var_map_from_pt_ex4_2020_2020.npz|turbulent potential mesh data in 60-minute increments of year 2020.|\n",
    "|gnn_pt_10min_YYYY.npz|turbulent potential data in 10-minute increments of year(YYYY) used for gnn input.|\n",
    "|gnn_rel_hum_10min_YYYY.npz|relative humidity data in 10-minute increments of year(YYYY) used for gnn input.|\n",
    "|gnn_rel_hum_2020_2020.npz|relative humidity data in 60-minute increments of year 2020|\n",
    "|gnn_pt_60min_2020.npz|turbulent potential data in 60-minute increments of year 2020|\n",
    "|inland_mask_221006.npz|inland mask of South Korea|\n",
    "|domain.npz|x-axis, y-axis utm grid point coordinates|\n",
    "|idPoses_utm.npz|Station id and station location by utm coordinates. The shape is (343,3). The number of station is 343. 3 indicates id,y_utm and x_utm.|\n",
    "\n",
    "\n",
    "#n indicates integer value from 0 to 3.<br/>\n",
    "YYYY indicates year from 2000 to 2019.<br/>\n",
    "The key in mesh data(var_map_*) and gnn data(gnn_*) consists of \"year_month_day hour_minute\" and each number representing the date consists of 2 digits.<br/>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## View downloaded files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View rowdata \n",
    "Use 'temp_hum_rowData_npz_#n.npz' to see the row data. #n indicates integer value from 0 to 3.\n",
    "Contains row data of observed temperature and humidity.\n",
    "It also contains ids which stands for list of station id and date time string from 2000 to 2020 as meta data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 108\n",
    "year = 2000 # [2000,2020]\n",
    "key = 'temp' # temperature for temp. relative humidity for hum\n",
    "\n",
    "avg = np.load('./data/temp_hum_rowData_npz_0.npz')['%d_%s_%d'%(idx,key,year)]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(4,3))\n",
    "\n",
    "ax.set_title('station id(%d) row data'%idx)\n",
    "x = np.arange(avg.reshape(-1).shape[0])\n",
    "ax.scatter(x/60/24,avg.reshape(-1),linewidth=0.1,s=3)\n",
    "ax.set_ylabel(\"$%s_{%d} (t)$ [$^\\circ$C]\"%(key,idx))\n",
    "ax.set_xlim(0,366)\n",
    "ax.set_xlabel('day')\n",
    "ax.tick_params(axis=\"both\", direction='in')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### yearly daily temperature periodicity data\n",
    "idx is staion id."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhQAAAE1CAYAAAC/YnnrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAACeaElEQVR4nO2dd5wV5b3/P8/MnLKdLbAFlgVpiigiIEIsqIFIYouJ15iYK0n0mliiMSbXWCKWiDHGJPeqxOQajYlGb34Rr4kl0ShYAIPYEBVB6bDAFrbvKTPP749nnplnytnC7rLt+369VjlzZuY8M2fOzPf5ls+Xcc45CIIgCIIgeoDW3wMgCIIgCGLwQwYFQRAEQRA9hgwKgiAIgiB6DBkUBEEQBEH0GDIoCIIgCILoMWRQEARBEATRY8igIAiCIAiix5BBQRAEQRBEjyGDgiAIgiCIHkMGBdEpW7duBWMMDz/8cJ9+zsMPPwzGGLZu3drtbZcsWQLGmGfZ/PnzMX/+/N4Z3CGmL8552Pk92HM0btw4LF682Hm9e/duLFmyBO+8806Px9kVwr7vrvLYY4/hl7/8Ze8OqJs88cQTOPLII5GVlQXGWI/O27PPPoslS5b0aDwdnRPGWI/3fzB0536Q6Tp+9dVXEYvFsG3bNmfZa6+9hosvvhgzZ85ELBbr9DP++7//G4cffjhisRjGjx+PW265BalUKrDeyy+/jAULFmDUqFHIzc3F0Ucfjf/6r/+CaZrOOqlUChMmTOj366+vIIOCGBJcfPHFWL16dX8Po9coLy/H6tWr8YUvfKFPP+f+++/H/fff3+3tli9fjptuusl5vXv3btxyyy2HzKDoCf1tUOzfvx9f//rXMWHCBDz//PNYvXo1Jk+efND7e/bZZ3HLLbf0aEwdnZPVq1fj4osv7tH+D4YvfOELWL16NcrLyw9qe845rr76alxyySWoqqpylv/zn//Eiy++iLFjx2LevHkd7uMnP/kJrrrqKpx77rn4+9//jssuuwx33HEHLr/8cs96L774Ij772c8inU7jt7/9LZ566inMnz8fV111Fa655hpnvUgkgh//+Me49dZbUVtbe1DHNZAx+nsAxMDFNE2k0+n+HkaXGDNmDMaMGdPfw+gx8pzHYjEcf/zxff55U6dOPajtZsyY0csjGT58/PHHSKVSuPDCC3HyySf393A65VBch2GMHDkSI0eOPOjtn3/+ebz11lt47LHHPMtvuukm3HzzzQCAu+++GytWrAjdvra2FrfffjsuueQS3HHHHQCEJySVSuHGG2/E1Vdf7fx+Hn74YUQiEfztb39DTk4OAOCzn/0sNm7ciIcffhi/+tWvnP1ecMEFuOaaa/DAAw/g+uuvP+jjG4iQh2IA8eqrr4Ixhj/96U+B9x555BEwxrB27Vpn2ZtvvomzzjoLRUVFiMfjmDFjBv73f//Xs93+/ftx2WWXYerUqcjNzcWoUaNw6qmn4tVXX/WsJ13sd911F26//XaMHz8esVgML7/8co/HGcaaNWvwmc98BvF4HBUVFfjRj34U6kZ84oknsHDhQpSXlyMrKwtHHHEErrvuOrS0tHjW68wFzjnHpEmT8LnPfS7wXnNzMwoKCgKzDj+MMVxxxRV44IEHMHnyZMRiMUydOhWPP/54YN3q6mpceumlGDNmDKLRqOMqVQ20js55ppDHa6+9htNOOw15eXnIzs7GvHnz8MwzzwQ+v6vnN8xVnEgkcOutt+KII45APB5HcXExTjnlFKxatcpZRw15rFixArNnzwYAfOMb3wBjzHGT/+EPfwBjLNR7dOuttyISiWD37t0ZzzkAPPPMMzjmmGMcl/Pdd98dut59992Hk046CaNGjUJOTg6OOuoo3HXXXZ7jnj9/Pp555hls27bNGad63dxyyy2YM2cOioqKkJ+fj2OPPRYPPvggutpD8emnn8bcuXORnZ2NvLw8LFiwwHPsixcvxgknnAAAOP/888EY6zDk1NraimuvvRbjx49HPB5HUVERZs2a5fz2Fi9ejPvuuw8APMcjXfi9cU7CQh7vv/8+zj77bBQWFiIej+OYY47B73//e886K1ascO4TN9xwAyoqKpCfn+88aDsjLOTBOcddd92FqqoqxONxHHvssXjuuedCt1+2bBlmz56NKVOmeJZrWtcee88//zza29vxjW98w7P8G9/4BjjneOqpp5xlkUgE0WgUWVlZnnVHjBiBeDzuWRaNRnH++efjN7/5TZevq0EDJwYUM2bM4J/5zGcCy2fPns1nz57tvH7ppZd4NBrlJ554In/iiSf4888/zxcvXswB8IceeshZ76OPPuLf+c53+OOPP85XrFjB//a3v/FvfetbXNM0/vLLLzvrbdmyhQPgo0eP5qeccgr/f//v//F//OMffMuWLc576n67Os4wNmzYwLOzs/nUqVP5n/70J/5///d//HOf+xwfO3YsB8C3bNnirHvbbbfxX/ziF/yZZ57hK1as4L/+9a/5+PHj+SmnnOLZ580338z9l/PJJ5/MTz75ZOf1r371K84Y4x9//LFnvfvuu48D4Bs2bOhw3AB4ZWWlM+6nn36an3766RwA//Of/+yst2fPHl5ZWcmrqqr4Aw88wF988UV+22238VgsxhcvXuys191zvmLFCh6JRPjMmTP5E088wZ966im+cOFCzhjjjz/++EGdX/85SqVS/JRTTuGGYfBrr72WP/vss/zpp5/m119/Pf/Tn/7krFdVVcUvuugizjnnDQ0N/KGHHuIA+I033shXr17NV69ezXfs2METiQQvKyvjX/va1zznMpVK8YqKCn7eeed1eM5ffPFFrus6P+GEE/iTTz7J//znP/PZs2c7x6Lyve99jy9btow///zz/KWXXuK/+MUveElJCf/GN77hOTef+cxneFlZmTPO1atXO+8vXryYP/jgg/yFF17gL7zwAr/tttt4VlYWv+WWWzocJ+ecP/rooxwAX7hwIX/qqaf4E088wWfOnMmj0Sh/9dVXOeecb9682bne7rjjDr569eoOr7tLL72UZ2dn83vuuYe//PLL/G9/+xu/8847+X//9387+/vyl7/MAXiOp729vdfOCQB+8803O68/+ugjnpeXxydMmMAfeeQR/swzz/ALLriAA+A//elPnfVefvllDoCPGzeOf+1rX+PPPPMM/9Of/sTHjh3LJ02axNPpdIfnU15T6vUqf+ff+ta3+HPPPcd/85vf8NGjR/OysjLPdZxIJHhWVhb/4Q9/2OFn/OxnPwt8huS6667jAHhzc3PgvZKSEn7BBRc4r9esWcNjsRi//PLL+a5du3h9fT1/5JFHeCQS4XfffXdg+yeeeIID4O+9916H4xtskEExwJA/orfffttZ9q9//YsD4L///e+dZYcffjifMWMGT6VSnu3POOMMXl5ezk3TDN1/Op3mqVSKn3baafyLX/yis1w+wCZMmMCTyaRnm7CHW1fHGcb555/Ps7KyeHV1tWdchx9+eMYfN+ecW5bFU6kUX7lyJQfA3333Xee9rhgUjY2NPC8vj1911VWe9aZOnRowUMIAkHHcEydOdJZdeumlPDc3l2/bts2z/d133+0xXLp7zo8//ng+atQo3tTU5Pn8adOm8TFjxnDLsjjn3Tu//nP0yCOPcAD8t7/9bYfnQjUoOOd87dq1gfFKbr75Zh6NRvnevXudZfKGunLlyg4/Z86cObyiooK3tbU5yxobG3lRUVHg+1YxTZOnUin+yCOPcF3XeV1dnfPeF77wBV5VVdXh56r7uPXWW3lxcbFzfjOtW1FRwY866ijPb6+pqYmPGjWKz5s3z1kmH7SqEZqJadOm8XPOOafDdS6//PIOz4X/eLp7TvwGxVe+8hUei8X49u3bPestWrSIZ2dn8wMHDnDO3eP8/Oc/71nvf//3fx0DqCP8BkV9fT2Px+Oe+xbnnL/++uscgOc6fuONNzgAj6EdRkcGxSWXXMJjsVjodpMnT+YLFy4MjKOiooID4AC4ruv8rrvuCt1+06ZNHABftmxZh+MbbFDIY4BxwQUXYNSoUY4bExBZxiNHjsT5558PANi8eTM++ugjfO1rXwMApNNp5+/zn/889uzZ43Ep/vrXv8axxx6LeDwOwzAQiUTwz3/+Ex9++GHg88866yxEIpFeGWcmXn75ZZx22mkoLS11lum6Hrrdp59+iq9+9asoKyuDruuIRCJO3Dls/B2Rl5eHb3zjG3j44YedkMlLL72EDz74AFdccUWX9pFp3Js3b8bOnTsBAH/7299wyimnoKKiwvPdLFq0CACwcuVKzz67cs5bWlrwxhtv4Mtf/jJyc3M9n//1r38dO3fudL7z7pxfP8899xzi8Ti++c1vdrpuV/nOd74DAPjtb3/rLLv33ntx1FFH4aSTTsq4XUtLC9auXYtzzz3X4zbOy8vDmWeeGVj/7bffxllnnYXi4mLnWvn3f/93mKaJjz/+uEtjfemll/DZz34WBQUFzj5+/OMfo7a2Fvv27cu43caNG7F79258/etf97jUc3Nz8aUvfQlr1qxBa2trl8agctxxx+G5557DddddhxUrVqCtra1b2/fGOfHz0ksv4bTTTkNlZaVn+eLFi9Ha2hoIb5111lme10cffTQAeCovusLq1avR3t7u3Pck8+bN8yRdAnDCaKNGjerWZ/jpKIyqvrdu3Tp88YtfxMyZM/HXv/4VL730En70ox/hxhtvxG233RbYVo5r165dPRrfQIMMigFGLBbDpZdeisceewwHDhzA/v378b//+7+4+OKLEYvFAAB79+4FAFx77bWIRCKev8suuwwAUFNTAwC455578J3vfAdz5szBX/7yF6xZswZr167F6aefHnpz6mpGdVfGmYna2lqUlZUFlvuXNTc348QTT8Qbb7yB22+/HStWrMDatWvx5JNPAkC3b64AcOWVV6KpqQmPPvooAPFgGzNmDM4+++wubd/RuGXW9t69e/HXv/418N0ceeSRANzvRtKVc15fXw/Oeei6FRUVns/v6vkNY//+/aioqOhynLkrlJaW4vzzz8cDDzwA0zTx3nvv4dVXX+3UiKuvr4dlWV06lu3bt+PEE0/Erl278Ktf/Qqvvvoq1q5d6xi8XblW/vWvf2HhwoUAhPHz+uuvY+3atbjhhhs63Yc895m+H8uyUF9f3+kY/PzXf/0X/vM//xNPPfUUTjnlFBQVFeGcc87Bpk2bOt22N85JGLW1tV26DiXFxcWe1/L+0N3Pl/vtyvUg9+3PX+gOxcXFaG9vDzUE6+rqUFRU5Ly+/PLLUVpaiuXLl+OMM87AKaecgttuuw3XXXcdlixZgk8//dSzvRzXwX4HAxWq8hiAfOc738Gdd96J3/3ud2hvb0c6nca3v/1t5/2SkhIAwI9+9COce+65ofuQiUh//OMfMX/+fCxbtszzflNTU+h23ant72ycmSguLkZ1dXVguX/ZSy+9hN27d2PFihWebPgDBw50eYx+Jk6ciEWLFuG+++7DokWL8PTTT+OWW26Brutd2r6jccsbZ0lJCY4++mj85Cc/Cd2HvPFKunLOCwsLoWka9uzZE3hPzsbkddHV8xvGyJEj8dprr8GyrF41Kq666ir84Q9/wP/93//h+eefx4gRIwIzTT+FhYVgjHXpWJ566im0tLTgySef9MxWu1PG+vjjjzuZ+uqDSE2+y4T87jN9P5qmobCwsMtjkeTk5OCWW27BLbfcgr179zreijPPPBMfffRRh9v2xjkJo7i4uEvXYW8jz3Gm62HcuHHOazmGurq6g/68o446CgCwfv16zJkzx/NZNTU1mDZtmrPsnXfewQUXXBC4j8yePRuWZeHDDz/EYYcd5iyX4+qrc9VfkIdiAFJeXo7zzjsP999/P37961/jzDPPxNixY533p0yZgkmTJuHdd9/FrFmzQv/y8vIAiIeV32Pw3nvv9YpmQ2fjzMQpp5yCf/7zn46nBRDlkk888YRnPfmg9Y//gQce6NG4r7rqKrz33nu46KKLoOs6Lrnkki5vm2ncEyZMcMpWzzjjDLz//vuYMGFC6HfjNyi6Qk5ODubMmYMnn3zSM6uxLAt//OMfMWbMGEfLoKvnN4xFixahvb2924Janc06Z86ciXnz5uGnP/0pHn30USxevNgpr8tETk4OjjvuODz55JNob293ljc1NeGvf/2rZ92wa4Vz7gmzqGMNGydjDIZheB4KbW1t+MMf/tDhOAHxmxw9ejQee+wxT+Z+S0sL/vKXvziVHz2htLQUixcvxgUXXICNGzc6M+dM5743zkkYp512mmPsqzzyyCPIzs7uszLT448/HvF43PEuSlatWhUInxxxxBEAgE8++eSgP+/0009HPB4P/BZk9ck555zjLKuoqMCbb77pEbEC4Nxn/SXt0mNxsGXbAxXyUAxQrrrqKscqfuihhwLvP/DAA1i0aBE+97nPYfHixRg9ejTq6urw4Ycf4q233sKf//xnAOLhdtttt+Hmm2/GySefjI0bN+LWW2/F+PHje0VjorNxhnHjjTfi6aefxqmnnoof//jHyM7Oxn333RcoBZ03bx4KCwvx7W9/GzfffDMikQgeffRRvPvuuz0a84IFCzB16lS8/PLLuPDCC7sVZy0pKcGpp56Km266CTk5Obj//vvx0UcfeUpHb731VrzwwguYN28evvvd72LKlClob2/H1q1b8eyzz+LXv/71QWlmLF26FAsWLMApp5yCa6+9FtFoFPfffz/ef/99/OlPf3IeIF09v2FccMEFeOihh/Dtb38bGzduxCmnnALLsvDGG2/giCOOwFe+8pXQ7SZMmICsrCw8+uijOOKII5Cbm4uKigqP8XTVVVc5pZIyNNcZt912G04//XQsWLAA3//+92GaJn76058iJyfHM/tcsGABotEoLrjgAvzwhz9Ee3s7li1bFhpmOOqoo/Dkk09i2bJlmDlzJjRNw6xZs/CFL3wB99xzD7761a/iP/7jP1BbW4u777670xAeIEoR77rrLnzta1/DGWecgUsvvRSJRAI/+9nPcODAAdx5551dOl4/c+bMwRlnnIGjjz4ahYWF+PDDD/GHP/zBY6DImfRPf/pTLFq0CLqu4+ijj+6VcxLGzTff7OQJ/fjHP0ZRUREeffRRPPPMM7jrrrtQUFBwUMfaGYWFhbj22mtx++234+KLL8Z5552HHTt2YMmSJYGQx5gxY3DYYYdhzZo1+O53v+t5b//+/U4e0/r16wGI3CGpeyG9oUVFRbjxxhtx0003oaioCAsXLsTatWuxZMkSXHzxxR5j4Hvf+x6++93v4swzz8Sll16K7Oxs/POf/8TPf/5zfPazn8X06dM9Y1izZg10Xe8wh2hQ0r85oURHjBs3jh9xxBEZ33/33Xf5v/3bv/FRo0bxSCTCy8rK+Kmnnsp//etfO+skEgl+7bXX8tGjR/N4PM6PPfZY/tRTT/GLLrrIk9Utqwp+9rOfBT4nrOKgO+MM4/XXX+fHH388j8VivKysjP/gBz/gv/nNbwIZ16tWreJz587l2dnZfOTIkfziiy/mb731VmA8XanyUFmyZAkHwNesWdPlMQPgl19+Ob///vv5hAkTeCQS4Ycffjh/9NFHA+vu37+ff/e73+Xjx4/nkUiEFxUV8ZkzZ/IbbrjBKUM7mHP+6quv8lNPPZXn5OTwrKwsfvzxx/O//vWvge27en7DzlFbWxv/8Y9/zCdNmsSj0SgvLi7mp556Kl+1apWzjr/Kg3PO//SnP/HDDz+cRyKRQGUA5+JajMVi/PTTTw85u5l5+umn+dFHH82j0SgfO3Ysv/POO0O/77/+9a98+vTpPB6P89GjR/Mf/OAH/LnnnuMAPCXSdXV1/Mtf/jIfMWIEZ4x59vO73/2OT5kyhcdiMX7YYYfxpUuX8gcffLDD6iOVp556is+ZM4fH43Gek5PDTzvtNP7666971ulOlcd1113HZ82axQsLC50xfe973+M1NTXOOolEgl988cV85MiRzvHIsfbGOQn7LtevX8/PPPNMXlBQwKPRKJ8+fXrgWs10nJ3dTyRhZaOWZfGlS5fyyspKHo1G+dFHH83/+te/hl7HN910Ey8sLHRKaP3jCvsLu1/86le/4pMnT3auv5tvvjlQlcU553/5y1/4CSecwEtKSnhOTg4/8sgj+W233RZadnriiSfyM888s8PjH4yQQTFAeffddzkAft999/X3UDpksIzTz8yZM/msWbO6tY00KIiD4+mnn+YA+DPPPNPfQyGGAbt27eLRaLTT0tFDzebNmzljjP/jH//o76H0OhTyGGB88skn2LZtG66//nqUl5d7GjANJAbLOFUaGxvx/vvv429/+xvWrVuH5cuX9/eQhgUffPABtm3bhu9///s45phjnPJZguhLKioqcPXVV+MnP/kJzjvvvF5NMu4Jt99+O0477TQsWLCgv4fS6wyMM0w43HbbbViwYAGam5vx5z//uceJXH3FYBmnyltvvYXPfOYz+M1vfoObb77Zk1RF9B2XXXYZzjrrLBQWFnpyPQiir7nxxhvxpS99acDoPaTTaUyYMMGj3zOUYJwPNTFxgiAIgiAONeShIAiCIAiix5BBQRAEQRBEjyGDgiAIgiCIHjMsqjwsy8Lu3buRl5dHCWEEQRAE0Q0452hqauq0z8+wMCh2794d6IxHEARBEETX2bFjR4cqv8PCoJB9LXbs2IH8/Px+Hg1BEARBDB4aGxtRWVnpPEszMSwMChnmyM/PJ4OCIAiCIA6CzlIGKCmTIAiCIIgeQwYFQRAEQRA9hgwKgiAIgiB6DBkUBEEQBEH0mAFnUCxbtgxHH320k0A5d+5cPPfcc877nHMsWbIEFRUVyMrKwvz587Fhw4Z+HDFBEARBEAPOoBgzZgzuvPNOvPnmm3jzzTdx6qmn4uyzz3aMhrvuugv33HMP7r33XqxduxZlZWVYsGABmpqa+nnkBEEQBDF8GRTdRouKivCzn/0M3/zmN50e9//5n/8JAEgkEigtLcVPf/pTXHrppaHbNzY2oqCgIKBDEYvFEIvFDskxEARBEMRgRD5DGxoaOpReGHAeChXTNPH444+jpaUFc+fOxZYtW1BdXY2FCxc668RiMZx88slYtWpVp/urrKxEQUGB87d06dK+HD5BEEOIhtYUGttTMC2OfY3t2FHXilWba9DQlsLWmhY0tKUwCOZnBNFnDEhhq/Xr12Pu3Llob29Hbm4uli9fjqlTpzpGQ2lpqWf90tJSbNu2rdP9hnkoCIIg/FgWR31rEsW5Mew+0IbG9hT2NiZQkBVBVVE2NuxpBAOgMYa0aaE5kcaW2hZojKEkN4ojKwr6+xAI4pAzIA2KKVOm4J133sGBAwfwl7/8BRdddBFWrlzpvO9X6+Kcd6npFyllEgSRCc45GtvS2Li3CW0pEwzASZNH4uO9Tc79JaprSJkWGNz7kGlxaIyB2fuobU4CAFZ9UoM544uha9SQkBgeDMiQRzQaxcSJEzFr1iwsXboU06dPx69+9SuUlZUBAKqrqz3r79u3L+C1IAiC6CofVTcibXFs2N2AtpQJzjkMjQnjQZmsRA2GpGl5tjU5h6G763AIwyJlcryyaT9aEulDdRgE0a8MSIPCD+cciUQC48ePR1lZGV544QXnvWQyiZUrV2LevHn9OEKCIAYrH+xuxJ6GdpgWh6FrTh5ELKIhmbY8eRG6piFtuq85gLTJPV4InQmjQ7e9Fv/aWof2lHmoDocg+o0BF/K4/vrrsWjRIlRWVqKpqQmPP/44VqxYgeeffx6MMVx99dW44447MGnSJEyaNAl33HEHsrOz8dWvfrW/h04QxCBj/c4G1LUmwQCkLQ5dE6EMzjkiujAoVA+F/Je6zOIcuvLa0BnakxZ0jSFliW3e2laPmeMKkUxbyItHDs3BEcQhZsAZFHv37sXXv/517NmzBwUFBTj66KPx/PPPY8GCBQCAH/7wh2hra8Nll12G+vp6zJkzB//4xz86batKEAQhqW5oh6YBda1JZ5lpchiaBs5FiCKia2hPmzA0hrQVrN6QuVucA2oKV0RnSKRNx2vBAUQNDSmTY922emRFdMw5rLhPj48g+oNBoUPRU7paQ0sQxNDGtDjWbq1DRUEWTM6xrbbFee+o0QXY09COmuYEAGBMYTY0BuxrSojQB4BxxdngHNhW1woAiGgMo/LjiOgMW2pawAEUZUdRlBPFvqYEGttTAIDC7CiqirLx7s4D0BiDoTHMm1hyqA+fIA6Krj5DB5yHgiAIoq94ZdN+JzzBOQeHKP3knNs5FEroQmNoS5mBKg2ZdMkYg6FrSFsWIroOQIQ3dI2hPSU8G0zZV8pywydJ08L22lYwJjwhZQXxPj5yguh7BkVSJkEQxMEiqyze+LRWlHZC5D3IUk9A5EQkTUsYAfZDnzG3JFTF4m4SpqEzT5ImYIdKUpZjnHB7mX89xoBE2sJH1Y3YtJdaBxCDHzIoCIIYsmzY3YC3tx9A2rTQnvaWe6p2gs4YkmkLuqbZ74k305YoH+UQ3geLCyNDGhQRTQuUkRo6s3Mv7H0h3PCQY2CMYeeBNqz+pBYAsLexvReOnCAOPRTyIAhi0JMyLew+0Ia0xTFhZC621bZg94F2JE0L2VE98ND3o9uJlzHD640wLQsxQ4QzhFFgIW0nb6ZME4bO0JbyGgquceItJbU4B/Ps260OYRBhEMvi2FjdhKb2NCaOyj34E0IQ/QAZFARBDEpak2kkUhbaUiY27m1yciEOK8nBlpoWj7plItWxQSE9CDHDq7ybNjlyYqpKppJrkRIVHWkr6PlIK14MuS9pdnDl3wA8OhemHU7ZWd8K0+KYUkbVa8TggUIeBEEMOj7d34y1W+uRMi3U2zoSgHh4izCFe2sTJZvioe99kLv/1hiDGVIaatoaE5wL0auUaSFtiVwLuV1YKINzDumgkAaDmnvhjte7jSPjzRh2N7Thg92N4JyjLUnCWMTAhwwKgiAGBbXNCXAuyj631bWCcw6Lw3kAywe3v1ojomtI2PkTDAAL2bfQmgh6MaR6prqOmkOh2aGMrhCW4Ck3VfuCqGOvb00ibXGs2VKL6gbKrSAGNhTyIAii3/A39kumLWyva0FuLIKygjhaEmlUN7ajPWWiqT2NYypHoCWRdppziZJNb2ghZYr8BWlgGBpDIi2ksNN2jw6ZbCkxdIbWpOXxWnAu/uRnRQ0NTe1pMAaPBwQQyZqdNSiUxkLKdMMeakWq9HbI0I0sQTUt8e+PqhvBGFCaTyWmxMCEDAqCIPqc1mQaTe1pNLalENE1lI+I4+PqZtS3JpEV1XF4WR5qmpPYVttiexvaUFYQx9qtdY73IT8r4ngaJP5Zv2jo5RoLjDGn/NPQGdIWEDGEpLYR1Z3qjaiuocFMOfuJ2N4IJ+/BluJOWxY0xgLaFKbFMypq+ruScnuZLF1Vx54wTa+ho+yTMYaPqpvQmjRRlBNFQRZJeBMDCwp5EATR66RMCzvrW/HOjgMAgLVb6/FRdRN2HWhDbUsCibSF2pYEOIDWpIm0ydHQlgqd5cslsnW4fCADwoOgPpRdUSnNky+RMt28h4i9H5kfAcDOj+BOToN8rSZMqmWjqmgV4C0l9aMxkT9hKl6RiMZgWdzjEdE1hkTKWx1i6BpM0zuGRNpEW9LEq5v2h34eQfQX5KEgCOKgaE+ZiOoa9jcncKA1hfaUiSllefh4bxNqW5KO614i/x3VdaRsKWvYIQ+Te0MQzE6SlDN6AG6zrg7GJMMbmoaMD/yILowONwThlnPKnIxMuhEq6rsdGRSyJFWUpWqeZRFdGbsuxLWkgcThze3gdtMQQxPny7Q4Nu1twqRSqgQhBgZkUBAEkZEdda2IR3RoDCjOjWFHXavTDKu2JYnxxTn4YE+jR75aPvRlfoSYibuP34jBHF0I6WmwLCV3gDFEbE+DfPAyxkSJpu8hL0MWEkPXHA+FStriiNrJlVFdQ0NbCtl2NUjaNB3jwLQrOKRgVZjHJMzMkAaF9GKoGHbL8zCFTRb1rqd6KGQOhRpG4XaYRHotdh1oQ11LErPHFSFpWoirFgpBHGLIoCAIwoNlz6Z3HWjDdrsJFucc86eMwqc1LY5xUJIbg+mrcEhbHFqGHAD58JcPWObbTrcVKcE5DF13+mHI7f0VFRGN2QaAazwYtiGS78svMC0OI+oNb6RN8ZnCS2F5xhExRJJmR3g8IHb4xNDFmFQMW6tCfh7kObCsQMgjaVrINdzbsqG5IlmmbVjJ8yCNnbaUidaUiY3VjTA0DRUjslCYHXGqUwjiUEFXHEEQDrsPtOH1T2qQtizsb0o4y5kvfMHsxMS06Q1BWIr6o2y8JR9+slrC0IKaD+oMX3oj2lKm2w+DK0aJvX+RXBnso5FIW4HyTK92hHdZzE7SBISQlaEzWwnTe7xOUzB7mSpUZVrioS8MBe68J7wtYl+qh8LveQCE4ZHwNSOTRoauHE9YMYlpcuia8Lxs2N2A1zbXAIDTOZUgDgXkoSCIYU5jewpxQ8fG6ibUtiRsI8Bb0qgrwk/yge6vapC5ELpssGWLO6Ut8f+OUhL8OQiywZauaWAIhiRSpiVyKkwLWXDd/E4oAXC8HWH7l8siEQ2MucJXYj1NeAQUQaqoriHtE8eSn8HgKmp6Pt9eUdcYzJTw+kjDIKKLElSn2yngGCPqKDUm+oJoGgM60LZSE0zdhFWODbsbEdU1TC7NRXFuLPMOCKIXIA8FQQxTmtpT2LyvCbvq21DfmkRda9LRRzDt0IUQj+LQNPHQcjwFtnKkmtMgcyj8M+xU2jvDDiOYC+G2AAe8zbrk/mXVh4rOvAJV0jhSFSglaTspM6p6KOyHvsfrwjnikWBOhRrecEIeipElDamI3QNEHId7XoRIlutNCfNaAF5jiHNvZYg8d+L7co0dUVki/p1Im1i/qyGwX4LobcigIIhhyJ6GNry1/QB21Ld5chOcagdf4yqdMViWV7xJlkOqqKWRAKDZLntNy2xQqO/IvRmanVypM08SZNrWmBBCU8JYUbdX7RYGt6FX2HtyrBHdDW+EezKAeER31pHv+rfT7JCHNDJkiMPQtYChIHMiTAsBOW4/loWAMaTClM+Sa8j9q7y74wBak+kMn0IQPYcMCoIYJuysb8Xrm2vAuehoCchKAjhqjBIpuuSEN0KaYEmY4mpXPRtAeOdNP4YWTGTU7fJPbymp94Fv2JUYltI3Qx0P4H3oA95cjLTttVC9GqbFETWYJ9nUtDjiEd3xYqhjlB4ai8NJykw5y4RRFmZ4yRH6pbbDjkGW1HK/awKuiqcaTpHnRjUo5P4SKQurP6nFrgNtgX0RRE8ZcAbF0qVLMXv2bOTl5WHUqFE455xzsHHjRs86ixcvthXw3L/jjz++n0ZMEAMXzjnqWpJY82ktPtnfAs69MtEiSVILzGZNO8whH2IaEw9KjSH0wQYoGhCKIaLJh10HBoWuscDsX3oQHE0G29UvtBs0e+z2WD0hAe/4ZL6FH1nWqtlKms5x28aDuo0Mefj3Ezd0tKfdxAYhya0YGYr3IROmHRbxr8V9Bk1H+4nYlSCa5npzdI0hFWKkpS2OpGlh094mfLC7ESnTQksijfYUNR8jes6AMyhWrlyJyy+/HGvWrMELL7yAdDqNhQsXoqWlxbPe6aefjj179jh/zz77bD+NmCAGJvubEjAtjg92NzqS1TJ2r+ZC2PmTnmRD6WaXiKqHjnMh5L49SYWaV6VSopY9GnrQoAHcKhH5+WnLzdFQH7iyu2gkJAdBymVLOuq3wSAMqXhERyrt5ouYFkfMEEaG+rlZUR1tSdOpgOFcnAPpjRC5J50YFFwkgXYkoeWX6FbX5RDnL+mrbAnLXTF0JbTFGPY3J9DQlsKWmhas+bQW67bVdThWguiMAVfl8fzzz3teP/TQQxg1ahTWrVuHk046yVkei8VQVlZ2qIdHEIOC9pSJD/Y0Yu5hxZ4Ki0wKkOpzVrdn9eqsWBoG6gPZ76hwhKeUu4ouZ89KPoZlJ3rKUEOmHhjS2GH2vlOmhXSIceLO4DVnjPIhHNE1NCc6zhuQxyFHEDU0R3gL8FZQONvAm0PCfJ4OOS5/+aq6vVjHQszILEYlEy5dlU/Nk6ciQlbi3MQMzak8MZzcFQCWOJe67S1yKmDgDcU0J0y8s+MAjqkckXE8BNERA85D4aehQWQnFxUVeZavWLECo0aNwuTJk3HJJZdg3759ne6rsbHR85dIUI02MTRZ82ktgOAsOdPDG4AnoU/VcpBhEZkLkWmWr2shyYfMa5yIyghvMqLUswhDek4ihqgoCQufyM6hqpKmXOY3oDKFa9Tjj+qaJ1+C2+Ef5zXccIl/rCphhoj/s5z26/73lVCUMCjEclfgyl1Xfqd+ozDp81DoGvP0BZFjVs9nQ5tokLat1usRJoiuMKANCs45rrnmGpxwwgmYNm2as3zRokV49NFH8dJLL+HnP/851q5di1NPPbVTA6GyshIFBQXO39KlS/v6EAjikPOm3aETcLP/3Vbe4eEFFVWdUaJrcHIowmAIT65kdu6FOsNOmRxpy/IsUztqqttKIpqGlN3901/xIEWlpC4FAEeVUmfeBMuw6gc/EV85qmr8qDN7OQQ5FukpkMtEaW3w81TPhqqe6U/cdCtB3ARZKQqm6oT41Tnld6EacqrCpkQt8/Wfka21rY5RShBdZcCFPFSuuOIKvPfee3jttdc8y88//3zn39OmTcOsWbNQVVWFZ555Bueee27G/e3YsQP5+fnO61iMhF6IocP22lYwBrQk3QQ7mfQnkd4AqfsQ5m1wcyGEK17OxttN01PBAdgPVshYPkNLws3NkPtKKQ2vDGffDLqtm5DpIe9JrtQZ2lLhngYpKqUx5oQ3RPWEd75kcSBm6EiaSlty33ngtgGmPnjTPnlvzmUPEO+Ys6M66luTzjri8+yupWKhcn69ZaqGP/eCwZEEV3NJNMXI0BlD2hmLG9aR57QtZQa+X+e4lfwQmRQq+6hINdD2lIkNuxtwZEUBCKIrDFiD4sorr8TTTz+NV155BWPGjOlw3fLyclRVVWHTpk0drpefn+8xKAhiqLClpsWJm6tIl7p8cMqHWVhsX9WA8FcIONUavu2kB0SGGPwhDwavGJWUxtY12CqY7mw60z7EdpnDIjKnQGNqT45gqappWciLG2hJCINLyoGrxkVlUTYAYEZloePZSFsWooaGYypHIKJryIrozntRQ8P+pgTqW5PIjhpo9RlzOTEDexvbPUaL6gGRyqJqu3RpLEhvhHoU0iAzLU2EsizuMVBcYSuvZ0j9PjxJnRyBa8HxWlgisffT/c0YX5LTYUIrQQAD0KDgnOPKK6/E8uXLsWLFCowfP77TbWpra7Fjxw6Ul5cfghESxMBib2M7ttW2YFJpHrjS20ItvVTzI2S1hr+xF5R12tPB90S1gzJThwgHiP3z0BwKicZUL4YFgCGqe5MRHe0L8ID7Xxg5iodCeS9ty2WLhE93rPGIGCt3DAOOvLjh6W8Ri4j+FwVZEUwtz0fUPr6CbG9zMQAYke22BtXsM1oxIgsVI7LQnjIRM4SxIStqLC4MCtXI4NwtLZVeC+mNkF4ax8jQvMmh0nuSSFueRE2/wqYwXrzfV6iGBfM2GWOOJoc3nLO/KYHygixsrW3BEeU0ISMyM+ByKC6//HL88Y9/xGOPPYa8vDxUV1ejuroabW1CiKW5uRnXXnstVq9eja1bt2LFihU488wzUVJSgi9+8Yv9PHqCOLQ0tqfwUXWT0rzLVzpo+nMhZAjCux/1eZOpEkRWXcj9WD6pbblLDm8oRZWLdss/vcmAjDFP90/Zstx7RMr+ldd+YSu/BLgj222KklD54OacY0RWFGX5cRxTOcIxJg6GeEQHYwzTK0fg2LEjENU1WBaQZQtiqbkXWVERdpHeAsfIsI9Zjl0NT0kiutsKXQs5P8HzwgL5E4EEUOW8aRoCzcgMXXis9jUl8D5JeBMdMOAMimXLlqGhoQHz589HeXm58/fEE08AAHRdx/r163H22Wdj8uTJuOiiizB58mSsXr0aeXl5/Tx6gji0vLWt3ol/C+0I9z3NVqlknmXBFuMS1YshHz6qceCfFYvkQLcCAfB241QbbMn9y9l02rI8CpGqESBDAnKZv0zUj6OfoaxmWhwRW3dBzs6TdkMxQOQ2HFM5AllR3eN56A3y4hHMm1iCEdkRT8KjzKvIiRpos70W0psgdT4AWwPErlrx55Z4z3vH50XV7AhLDgUQSMbUmdCv8KidagyWHXqpbUnitU01tpHYcXIrMfwYkCGPjsjKysLf//73QzQaghiYvLW9HtPHjPB6AuDNjZBJfWFdNtVlnIuHmvzlSbc34J3NyjJIWdKYNt0KBD+cc+ghglUM4cJZzv41BsbFGKUGg6Z4QNQkSv+tQn2dtjhyYxHUtSSdZam0hYjOUFmUjQkjcwNj7m2mjRbJjOUFcUfq2qm68a0bj2iobRFGhjzPgVAGc2XCTVvMqyOTQvXcyHbsEd27L7/BFpZjI9eT5z5tWdjd0I62ZBoTR9EkjnAZcB4KgiA6x7S4o5UgvQjygerNlwg+8FVPhs7kLL7jz5OueRlakf0/TN8DMthHI9iYCwgmTQpXvxCtitgPP01x/8sxSDIlb0qjQ+Qv6GhLudUPh43MRdzQD4kxoTK5NA+jR2QB8HoNVGRXVMANVcgwhT+R0lkn5O6trqc2c1N7sTjJt2ElrZoUInOXMQavp8k2RiwOrN1K6pqECxkUBDHIWPNprVPaCXi9eh5xI+Yt2ZSoUs6aahioGhDw7scVWJIhDw0m57B8SZ+cc08/ibBcjLDPAOxOojrzdAgNyE7bKpsxpeU4g1uFIl8zxpyqi4iuYc74YozMi3Uqhd1XTC7NcypIVFvCW3Hh5naEGQsq/hyU0HWUsIg00tTPU68hZxkLz7uxLG+FCGPiu2lJpCmvgnAgg4IgBhGb9zU7XTjVksKwUKFul5H6nzvqg8ZQDQOfGqS6H+nydl3owqMQ1rhKuvUjdgJmWHgCCHotpFETsZMyA8mVyv5z44bjfeAQ5ZupkIqI3JiBz0wsQVY0s7z1oWLCyFxUjMhCQVbEk5vC4NW9MJVwkPMA9+1LlpZ2hlxDeiMsxXAM0/8IDXlowYog1dCraU5gw24yKggyKAhi0PDJ/mbsqG8FECwVDEN6CIIS0e4yXYNdNYCMD6iI6i7n3n2rxonEkjoKtqdBbRnuHUfQRS+qG9zyU6lNweGGdkwLyPWVY0ZlIqe93mElIqwxY2xhh+foUFOQFUFWVMcJE0sAiAd+LKI5paaAEhaB6xUID3lkNiic8Je9itTxUA1HI4NB4W80pjGRlCnHKz7fNXoYY6hpToJzjk/2N3fxTBBDETIoCGIAY1oc67bVAwC217U6SY1SQls+ZDMpXoZl9qszYF3TAuWfgC/kYbu8nfdUCWjLFc5y9m8/7MIeWEDw4QjYVR7cGz4BxIMzarjJndJrEdU1J+eAQSagcuTHDcweV4SxxdkhnzJwiOiaY1TEI7qnfTgHR9xwW6jL7zzQ0tx5oHvbvhshHgXd1vFQQ1syR8W7nh0m07yS4v71LKmw6XhZhPG3t6EdB1qTIIYnZFAQxADmtc01aE6knXJMqc0gPRQdOb3DHhiAr/zTzj1QBY4kclmocqb9+WEeCln5oWvMEaNS9RKc/zOlckNKPvvDILY4k9oW3T87j0d0ZEV0TByZixljC5EbG3DFa6HoGsPscUWIRzS0KQaFZQHZMb+R4YYewspkZUUMY0EDwFEEtY0xee6k3od/TClTGB3SgFG/ElVPwwnLqDLeGsPbOw44VS3E8IIMCoIYoEjPhBSGCsS1Ta68H55DEaaGyZVyQrUBlaeUFHDCIGo1AGNuyERqPPg97yJ0YXsu7M9XhZhUhKclXFJb7IsjZuie5E5VAvywklwcf1gxDF0LVbcc6OTEDER1DTMq3dCMxTmyo7qjVaEua0+ZnuRItTpEGnKqMBnnXkEytVw3NOTBRGgkUw8QFXktyPc5F9cTA7BpbxP2NrYfzCkhBjFkUBDEAKM1mUZdSxJN7SlnmVOead/AhZS1e5tXlRDFzZ07s1L/w8BUZviOQRFmGNjVBlIqGnBLRzvyjIix+hpzWd7QhdxX1PDmD6gwJgyieETzNPSK6hqyojrmjB/4oY2uwBhDVlTHSZNGOuc1buie82JZHFkRA4m05fH2qK3fZchID+koK+1KVRAroweLe8MZ/u0yIUtc5TFtrG7qtLMrMbQgg4IgBhAfVTeiLWlip518CchERFdG2a3scLdTu1XKbcLg3J3JAoryoi+zn8GN04eVF3ZEWAWCaZd6yrwPMUYhTd2espROl959WdxOwLQbeo0rzsHUinzEIzrikf6v3OhNNI3hxEkloprG931aHMiJuR4KQBpkbkM4R7Kbeb8vT6t3Xw6Fv2eK3E9QuyQYjgps5wtFyUZm1AZ9+EAGBUEMADjneH1zDaobhJuYwU20jGQo//T0atBE9YPY1oszm2VuCESd4YpyQgRCHjImrrrVu4IVkguRNkXowlvaCWRFNfGQVA0cRY8BEL0kLM5x1OgCjCvJ6fpABiGMMZxoJ2tGFU1z0ezM7Qsi8k5EO/ZE2nLUR2UPEKdvB/PuuyPDwFDKfAFvKE2t6lDxVul4DUkh3y3aoMu28sTQhgwKguhHGlpT4Jxj5cf73eZQdqhB3tB1jSGRCkpoWxyeEsDOvAhOTwafJ8IxHgLlpUppYBeORT5cMmlTxCLebqQW54jo3o6a/sZkY20xqBMnlaAop3d7bgxU5Cx/3sQSTxJkWMghHtGc5E23Fbr3HMocCr+uhx9Hb8QxRlyjNtN2conG4OlSKpbZWimM4U1S1BwWkEFBEP3E+7sasGlfk0dPAXAf5PKRIEMOYVUYMvFR85V2hiErQ8ISOP1NvoShIWPpnR+LxuDMii1VjMo+Dqdaw5HiFrNoQ9ecskgAyI4aaEmmUZYfx4mTRmK87ZHIFMIZ6pxgGxWqwaeGPAxFAdO0SzkNu1IjjLCqHIns/RKGv6OrH5HM6TVK1WuCMYYP9zR2eKzE4IcMCoLoB1Z/Uoua5oTTjloipaVltjwgZqypdHh5plr+adrVIJmevZl0KeS+ggaLrNTo/HhUmW2ZHChhcPUkpIeCc46UGewkmhszcFhJDqaU5XWaBDgciOgajh07wtMUDfDJrdv/lwamDHmonga5ur9aSP3Ow6o+/FU67nLvOBkLyrz7jdx9TQlHXIsYmpBBQRCHmLe21yNpl+aFJTzKmabE8OVQyNuxeDiIf+tSCpsHQxcSaVCEzfb9Dwx3HMzzmZmI6JpzHGHucdMSehFOtYhv//GIjplVhdA11uvtxAc7efEIxpfkICdmhHqX1FBTRBX8sg2JgCCW5m1OJr97Q9MCuhTSU6bmUIgKIy+OZLfyRFFzdgBh+HxU3YQ6Er4aspBBQRCHCNnvoLHNLQcNEyHyzyK1kNkf4ApPufvxymr78d/g/fgFjGTs3b+7sL2rpaVh66QtC1HF6BCzbRFWmTAyF8eNLxo0glT9QUFWBFFDw5EVBc4yzfd9Wr6wkkTkQtjr8KAYmvSISal01QsSplMim8XJfQNSwt17jUpPiROigdtTZPM+kugeipBBQRCHgO21rdjXlADgqkJyzj1tuKVuhD9BUsa2/TF0tTxTejpMpTW5RM3F6MzdLHMegPDM/rAKDkDoSSQzxN/lWCNKksaYwmxMGpWH4pyY04WT6JyReTGMKxZ5JfGIhkRK6QFiJ76q+RNhuQ8ehU0uKnwYC28JryZqyu1UI1h6OnRNs71ozFMWbNllwq5+ijCYd9a3YmN1Uw/PBjHQoCkBQfQxKdPCltqW8Jm9rgU8FH5kS+mYIXQX1Mx/w/Yxy34bcrbpd2nLckL1gRE2HnX2qbbRltUgfiNDjjdm6Khv8Xpe/A2vNLvM8cjR+ciPDz5Vy4HCuJIcJNLiemhPuwm9sseJGkKT14jznSr78VSQsOD1AYQrqYZ2KbWTMrMivpJkKbBmL9OYMHwYY6hubEd9axLHjStCW8pEDnmoBj3koSCIPmbVJ0LYx+8hYIyJG6xHPTLoQRAdIMOULN2yUY1JDwV3cjNUPQcnWU/9rJCxappSrRGSlOmX0Ha0Iny5IPGIjoTysBtTmAXGGOZOKCZjoheYUpaHWETzaFUAwkD1eiiArKjueI/Uh70Mmal6I55kT8ac0k/VkAwzKDQNwaRMFkwm9ncuTaQttKdNbNjdiB11rSAGN2RQEEQf0ZpM490dBzzCUimlyZWbhe9uI9UL/cvSluXoE/iz+tVl3Bao0pUbt+wu2qWW54qHwu8ulxUo8YgWKC/0O1ay7L4TnHOMKczGxFF5HX4u0X3iER3TRhcgorslurJNuZqomWULYsl1AK9RoPb38CM7l6olymE9YkK9Fk4ysZuT4ZeIl2PUNeCT/c3YR/0/BjUDzqBYunQpZs+ejby8PIwaNQrnnHMONm7c6FmHc44lS5agoqICWVlZmD9/PjZs2NBPIyaIIHsa2mBa3DNrF54GJRcipCRTVTlUkY26xHbidWg1hW0EqMaDDHmougCZUBuBqUmfngdU1H1AAW4JoRquiRsa2lMWJozMxcRRuR1+JtEz5k0ocYwKtVJD5uNkR92+IK5HyS1X7khjwlVS9TeUs/dnrxfWMl0awuo1Gma3SO8HYwwfVjfhk/2UsDlYGXAGxcqVK3H55ZdjzZo1eOGFF5BOp7Fw4UK0tLQ469x111245557cO+992Lt2rUoKyvDggUL0NREST7EwOCj6iY72c2fXOnemDOFN8K8CMGkOCv0QaC2DvcaBuHjDJb/qQ8ktxrDHQeQHTGQSJuukeHXKIBwvU+rKKCEy0PEvAklyI3pwkPha8AWj3gNQMCbRNuR2JUMeaiJwiInw6tpIUIZ3m0Z3NyZjsxYtTKJc+6EPtTmeMTgYMAZFM8//zwWL16MI488EtOnT8dDDz2E7du3Y926dQDEBffLX/4SN9xwA84991xMmzYNv//979Ha2orHHnusn0dPEKKiQ1ZseMvoRKhA62DGJpMrO0KEJZTOnx6PR9CgUPUqVANHZ14BJACIKGqJ3Le+jLfHo6K6QAotqcYOYwxzDysGgEHZTnwwM7OqCIwxFCk6HiaXiZreR3pU1xwjI6zU2PE8+FrXi/wcUQYskzkBt4TVuQ7kfrgQuFJfS9zQXXii77pt9d0/CUS/MuAMCj8NDaJ2v6ioCACwZcsWVFdXY+HChc46sVgMJ598MlatWtXhvhobGz1/iUSi7wZODCsaWlNImRa21bbg0xrhsvV33ZTVGmrIw0+mltISBl/mveoZ4G42vhrnVkMXzroILyONGRpSymxWs8Mrzv65aPLlLREVoZuYoWHuYcVDrgvoYOOoMQUotvueyBb0fkTbeNO+ZjKUByP8epTt0VUPmdzcUeS01w3rEQO4VUMM4R402X12S01LYFti4DKgDQrOOa655hqccMIJmDZtGgCguroaAFBaWupZt7S01HkvE5WVlSgoKHD+li5d2jcDJ4YV+5rasb2uFQ1tKc8NUNb3S0QmfDBMIT0NgBuL7ijVwdEGQNDDIbqG+pLuQqo1OOcB97j4fK+eRNTQPO5ytU+H3E9WVIehMxx/WDGixoC+pQwbpo0uQFlB3GlL73+kS5lt2VPFH/KQyZf+BExuGxoWRyCkJ5FeKwAeL4Z4z7suR7D3i/Ccife3U+XHoGJAF/5eccUVeO+99/Daa68F3gvMuEJmYX527NiB/Px853UsFuudgRLDloa2FD7c04SS3Ggg4dHvSjZCQh6cu0lxFg/qN4QRlmUPuA23nLJRJYdC9syQvxOLBzUwwlBd44DoKKn23ygriGP0iKwO90H0D4eX5eP9XQ2+pMjgPdKywkuSGXMbfIXdWf2GiFq9JD9HNaplEjJjqhIrc657iaepGEToY2ZVYXcPn+gHumVQPP30093+gAULFiArq/s3nCuvvBJPP/00XnnlFYwZM8ZZXlZWBkB4KsrLy53l+/btC3gt/OTn53sMCoLoKe/sOODM5vy5D7INuUTXGNpTpjNj88/iZGleR5UYHK4Ut/8mL1UPRV8Gbw6Ff44qVTrlLDUsQRSQyXte8SRDEzoUR5Tlo6wgnvnkEP3OtNEFna5jcXiMXLHM9Sz4rzPGvAmX/vdUuGJ0BBqa2Z4Tf3KxzNUBxPXe2J5Ce8pEVNcC4yQGFt0yKM4555xu7Zwxhk2bNuGwww7r8jacc1x55ZVYvnw5VqxYgfHjx3veHz9+PMrKyvDCCy9gxowZAIBkMomVK1fipz/9abfGRxA94Y1Pa51YsOyT4XX3+ntyiBm+7rvrmpadXAnu6dqZCTXk4UdWZui+8kGRUOeuZ3HR0Ctppjv8LBFrd5M0i3Ki0DWGEyaWeKS0iYHNiZNKsOqT2tAKIlMxaCWWFTQyZGjOyZPwhTw4lBJiuW9fDkVoyMP+3Ti/JV/pNAPw/q4GHF6eT/1eBjjdviNUV1fDsqwu/WVnd79k7PLLL8cf//hHPPbYY8jLy0N1dTWqq6vR1tYGQFzAV199Ne644w4sX74c77//PhYvXozs7Gx89atf7fbnEUR3+XivKE9uT1tOJYSuMZgm97p7fTdTkeBmecswIRpk6fas31UwDP9shvA20551mNsXBEDApSyWiRwKy3KrPMLi5VFFefGo0QU4ojzfFlAiY2IwwRjDZyaWAAg2FQOAiOENf8kwh6cqg3m9DGG5F/Kz1JJieamE6a5IpVhVfVVjwVwjQxdNzw5Qp9IBTbfMvYsuuqhb4YsLL7yw2yGGZcuWAQDmz5/vWf7QQw9h8eLFAIAf/vCHaGtrw2WXXYb6+nrMmTMH//jHP5CXR2p8RN+yt7Eduw+0YZIi1uRXAARct21QJ8IV8ZEPfXU9V0hIaSLmG4MWIn7VkU/DVTl0Z5Scy5bj7paGztCe8u6JMYZReTEcXpbXaY4SMfCZVVWIlkQazQmvZyqsMZj/+gC815mllCMDvm619nVrWe41p1Z2SETlkzcvR9OYY2TI61wmar638wDmTxnVvYMmDhndMigeeuihbu1cGgfdIVMsV4UxhiVLlmDJkiXd3j9BHCzbaluwtbbV9iJ0vK7sbWH4avbU5l0RXYPFeeCma3G3JNRCUN1SZ96bv5TLVmeG/s8MJsJxGLq3bFTuVxoyo/JEfsQR5ZR3NFTIiRmOQbtXkbn2S2ebFkc8ootcHSWMpxoDpsVhGJrnmpNeDOlpU3Mx5DKP107pKeIsY7KNune/Msy3p6EN5QWUCDwQIb8lQXSRrbWihE22Cpf448hynbBu3moCmmbPCqWR4Z/hSQltv1aE31EgG3plNMZ5MC7NuVemWR6HfKiU5MYwtYIMiaFIVlTHyLwYSvPjzjXn91DIni3JtDf5V72OnNwciOtJvfpkLxm1tFlqWqiXaWgrdMaQsvyicMwpWf14b3OXJp7EoafbBsVLL72EqVOnorGxMfBeQ0MDjjzySLz66qu9MjiCGAhYFkddS9LT5CtTDoNcR/YxCO7LTXaTuRCy/4a6R1EhEtQBCEPtyyA/35+AGdU1j2Fi2lUeaqMmuU1JbrRL1QHE4OaI8nzkxoWTWnQpVduewxEwU6++qO7qlMikY/81qna79RsjaZN7vBRhwlmaBqRDOpeqn/HKppqeHj7RB3TboPjlL3+JSy65JDQ3oqCgAJdeeinuueeeXhkcQQwE0hbHR9XCgGbwyhH7Ubs5hkloy74XjDEnVhwmfSw7QKpVH04NP/eGBtVW1HKpaoPI8IY/4VKOQx5XVkRHcW4UR1aQMTFcOHZsIRhkMzdRHmxn2Yiusj5NlIgidOZRZbXcJE5RZeQtWwZcfQlRpiqWqeupv52UKZI5ZYhO1xD4zbUm09hZT8JXA4luGxTvvvsuTj/99IzvL1y40Om7QRCDnfd3NXhmVKISQ1Me8r6ktQwVE4Ai8GP/SU+H021RWdeys+NVF7NrjHiTK2WmfCY3sBC28o7Z4gBTbthHVhQgJ2ZQbHoYcuKkEhh2KYZqkEZ0DSnL62UI9gCx11MajWm2sWxZvjCIklchf09uPxlvyCNtWU6fGnmN+i/vlMmxt5HaJwwkum1Q7N27F5FI5qY/hmFg//79PRoUQQwEapsTqGlOBMrjDI0haVrQmDd/QkVnbotnAIESPLVEVM70vBn03JEh9utJOPuwd+jPhfDDAY/MtkzKlB6KIyvyMTKPVGOHK/IaPmFiidIDxC01Vq+smOqhsK8htbTYyf1RQn7ympWddNXfk8z/UdFsr5wnhyIkNCLf/teWuh6eAaK36LZBMXr0aKxfvz7j+++9955HwZIgBivv724MLf+USpV+xUvA67ZVkzLdmZ+/DXlQ+lh+pm6HPGTug8Xh64sgvBVqyCMsh4JBxMMTtktbjjeqa5g+pgAluWRMEOJ6OnrMCIzIjni0UNTSZcP2WojlcDRJUkpehcyhCBgKtrdB/T2JHAr38wG1iZ46Nu86AMAtce23pUzsPtDWeyeCOGi6bVB8/vOfx49//GO0t7cH3mtra8PNN9+MM844o1cGRxD9xeZ9TaHtlWVJXMoM7x3jeA06yLOQ91lZLRIufSw+U1M8FJadqOlH/aywHApAzCwTaeFGLsmNYfa4IkQNDSOUVtcEAQBHjxmBiK45Jc+eFva+dRmAqMEcr4WsYlINBYlrQLu/J1le7dknUxvaZfa8yc/inGPzvmbsaSCjor/pto7pjTfeiCeffBKTJ0/GFVdcgSlTpoAxhg8//BD33XcfTNPEDTfc0BdjJYg+R2aX76xvCyheikoImShpCbetmbkNeVhPDnVdVcQqrH20psGjFWFZIaET3nHLcykkpNkhldEj4pg4igTgiI6RzbgcSXm4ScESt0TabnrHRN6ErjERYjODJafCgNaUkEd48rI/vBeGP7fpo+omlBdkYfO+ZkxUhOeIQ0e3DYrS0lKsWrUK3/nOd/CjH/3IFTxhDJ/73Odw//33d9qkiyAGKtvqWhHVw8WopNKfrjG0Jk3HJRs2i5LxYpWAfoQiSOW/d0ojRi2XUwWA5GdydC7FLd+ZNCoXFdQZlOgGJ0wqwcqPRU6cxTkimuaG1Xz/l+swxjyhEYk0OEzOEbW9H5kM7zAj2//7sXgwtAcAO+tbUVWcTfLw/cBBdVqpqqrCs88+i/r6emzevBmcc0yaNAmFhYW9PT6COGRs2N2A7KgRuMGZvtkSg09SWCnXlMukK1bFX+7Z0QTM5G5Jnrwvy4oOr8aE6LehfpLGGFIyIQ7A9DEjAICMCeKg+MyEYry6ucaptHCudWUdteqIMff694tTmdxbJp3pN6A2FcuU+Ozfj/obeH1zDUl09wM9at1WWFiI2bNn99ZYCKLfWL+zAXWtSYwrNgKzfTXm6yxTMtXdNuBqCaebNAkg0M0xDFmnD7j1/MFSUq/sNw/JvxBt0sVK5QVZKMyhPAni4DF0DVNK82Ba3BG18sNtS4IjqKkiL3u51LRcHQrAawg4nje7bNpvTLglpOGhQgljDJv3NVF47xBDPiFi2PP+LmFMAIBoIu5iaHZFh++hLdUtAVVS2NuanHNXZliWx3XUYEtX9iMNErkfQJZ/am6YxL6x+vM04xEdibSFEdlRTCmjGyrRcypGZCFqaAGPgl9vxd8wDAgLVQSNDj+W7/r32+Ju6bN4rVZRyX3vqKckzUMNGRTEsGVbbQs456htkcaEe7NzQxeu5oSKeuNSFQDlg54pNzrGpLEglmW6l2qaN1/C/5my5bhrdNifCfXGyxE1NCTSJo6pHNGT00MQHkrz4zhspDfZMRKQ7ObCKPd50VTCrm0/mYwO1SAPM9A9oRIAa7fWdZhfRPQu3TIo0uk0fve73+HBBx9EKpXqqzERRJ/zzo4D2FnfhnSIwqS8RXEuJKtTvr4CgDdpTJZtSoEqsa1cj7sS2pYVOtuSqDLEYTdLbiteqiWiaukcIG64OVEdx1RSPhPRN6gVFBHdLRmVlSARo5P+MzwklBFcpcMcI0DNKXK1X9KW9/dgWRzJtBVosEf0Dd0yKK6//noUFxdjxIgRuO666/pqTATRZ3DOsfqTWhxoTTqzK8e16luXSR0IMzhbMi2u9CPQHIPCL1Aly9/85XFhN0vZ/0Ptr+H9TK/mhPSouF4RhqNHFzilrQTRF4wekYWRthha1HA9FBzi9xUzdMfIADJUZ8C/rGOvRZg54PdGSM0Wf2m2xTle3UzNxA4F3TIoLMtCa2sr0uk0rLDiYYIYoHy8twkA8OqmGiexTApUhaH25AiTtfZ2TISdva5Wfrg9M3TGROJmJ0mZXrliRUxI6mFwLnIolP3IWRrnHJWFlIBJHBqmVuQjJ6YjogvBNInFIZqKKWEQzr25Fmrippr7oPstDxtpFKg/H90xHtxlGmNIpf0Km+7nNrWTV72v6ZZBsXTpUpimiWQyiZ/+9Kd9NSaC6FW21LRgT0NQ2VXXmJN3AIR7DTJpPKiVH1IeW638kDc/4clgHvEpmVcRNp6OKkE4d5MynXHYhk1JbiwQ3yaIvmRmVZGnjwfgljGnfNUgaq6FLC3l3G08ZtkxDpFs6f0cnbm/LycROqQHiK6Jcmm16knXGLg9lHXb6nt8zETHdKtsNBKJ4MILL+yrsRBEn7CttkXcqOwZjWW7RWWJZxhqUma48I57cxN5DWkYOoKzI8vNoZD7yZRwpvb/CBPL4nZSZlq5WWdHDRg6w7TRBV06FwTRm2gaw4yxI/CW/bDmHIjZVUYqEV1DKu0XenMrqpzfie83yeAmKzPOnN+jv1mYEJyDHZ5Uxmd7D+XnEX0LVXkQQ5r3dh5w/h1WwdFZrpahM6ftt4qaNCkNE68Yj1vupjFvwmUmWWE1cVMi49Ic4sYYj+hOyCaqa5g4Khd58czdfwmir8mPRzDaFk3jtodC/mbklRzVtYCGRURzO/LK36bf8yCVaWVlk6PrEuI5lPlOak6Uf0Kw5tPaXjpqIowBaVC88sorOPPMM1FRUQHGGJ566inP+4sXL/YkojHGcPzxx/fPYIkBSX1LErsOtKG+1Y2bmj7PQGfNh+Q6/huXXylQxofDPA/OjZKFdw31KlzCk7jp3EjhZtDrtlohYwzzJpZ0dhoI4pAwqTQPhi26Fiixhjd5E5DVIBqSaVV3JbxNuZTsViurtLC8ChnyUBI1pUdS4vecEL3LgDQoWlpaMH36dNx7770Z1zn99NOxZ88e5+/ZZ589hCMkBjINbSmkLY56W18CkC2RuZM3AYg4rOmbDfnxC/eEKV5KT4elVH4ArviOlNCW+5HCVH7Uvh1qC2g3zuzO0GZVUVkoMbD4zMQScHBPhZEwhIU2it/T56+y8nvyJPJ3oBrsmQwPf8jDK10v/rGvqR076lp745AJH93KoXjvvfcwbdo0aFrX7JANGzZgypQpMIzuKXwvWrQIixYt6nCdWCyGsrKybu2XGB68tb0e0yq8OQWaBiTTFtR+QWE3JRU1aUzdT6aado/ngbvLGJOVGHKZkBW2fPv3e0xEV1PuGCZixiVi1jmxHqnmE0SfcMLEEk9uBGArvIZUOUV0hrakCUCGOewupT5tGI0BaV9Spq4xpNOWY2AzyKotK+CFtBQjHRB5Fu0pszcPm7DplodixowZqK3tegxq7ty52L59e7cH1RVWrFiBUaNGYfLkybjkkkuwb9++TrdpbGz0/CUSiT4ZG9F/bNjd4MyK1JmSobmzIbWplypG1dXSzkzriJbjbokozxAG4VyMx+/pcG6OtmHhlstxGBrDiZNGAgDlTBADFvnbGlec7Szj9u/CeQ1xrat5FTLXyO+1AJQqKsubLO1vKyJLvP2lpKblreRiTIyBqj56n25NczjnuOmmm5Cdnd35ygCSyWTnKx0EixYtwnnnnYeqqips2bIFN910E0499VSsW7cOsVgs43aVlZWe1zfffDOWLFnSJ2MkDj2mxVHTLK45f76EYSv66Y7YlKjySNmiVfLBb1kcmu4aHH4yJWkCrsdBzbtQDRZ1nxFd8+hbcPs/4v9iuewjArgzP4IYDFQV52BPQ7tQqQzJqwBE0zFZciqTnKMGw4FWr6UgwyBqWXbmpEwLMcUj3lEpdnMi3ZNDJELolkFx0kknYePGjV1ef+7cucjK6v2Wyeeff77z72nTpmHWrFmoqqrCM888g3PPPTfjdjt27EB+fr7zuiPjgxh8vKao4VlclJE5AlWMIZEOukNdF6mQ2U5bHJrG7f4cwc/IVEbK4CaNyZudv4GROzaOrKiO1oRwu0pPRkRzmy8xxpwmX7PGFZExQQw6jj+sGCs/3u/09wDcHjicu/kVgF3NwYTqbMqfQ8HcpGfXoAjXoUhb3omETGb29gBxkzu317ZibHHXJshE53TLoFixYkUfDaNnlJeXo6qqCps2bepwvfz8fI9BQQwN9ja2O1LAEstWylHDBynTgqb5by6Zu4aGGQ6GpiEVohIrKzGYkljGOQc4g6wHkSWgpiXKPw+0Jj0VHGrIgwGIGRpG5cWQS/kSxCBlcmkuWhJpRwE2EyJfKdjNFHBl6y0ORDwhD1/IEF1sPKZI5G+tbSGDohcZkFUe3aW2thY7duxAeXl5fw+F6Ae21bYGysHU2QyghDw0b+KjDEkwuKqYpiVuYuE3t8xJmRKvhyIodsUhjIVE2nISLf1x5pF5MTDGSP2SGNSUF2Q5Hgkgs7iUalD7cSXp3fwI6SlUbX6OoDcCCCY/+/Oa6lr6JjQ/HBmQBkVzczPeeecdvPPOOwCALVu24J133sH27dvR3NyMa6+9FqtXr8bWrVuxYsUKnHnmmSgpKcEXv/jF/h04ccjZvK9ZdDw0Lc9NQ7pUJYYm25AHEyTlQ166TKVAlWo2qF1DwypDRNBEoCZu+m9enHNYFkfM0AJ9RKShU5YfxxHl5EkjhgbjS3IwpjDLE95Q/y//ncmgkMtNRe5eLpMeCemxkK8zhTgA13iRS9bvaujZARIOA9KgePPNNzFjxgzMmDEDAHDNNddgxowZ+PGPfwxd17F+/XqcffbZmDx5Mi666CJMnjwZq1evRl5eXj+PnDiUNCfS2HWgzckMV1Ul/eiahqSdQ6HebExfopesd9d9vwzpacjU20PF78Xw3yhFfofXyNA0MYurLMrGlDK6jomhg6ysGlPohhZULx6zPRh+I94P52HCccKAdxM3/Y315O8rZH++1w2t1DyspwzI4Oz8+fM7VDD8+9//fghHQwxEOOdYt63e7m/hbZgVNtFhkP0CpPS1uHlZdkmmDHmkTQ7LCCv1VJp8hVybMhcC8EsFMzAwX4dQmZjmLivJjUFjVBJKDF0mjsrFzvpWaIwhZmhoanerLJxOumH5SYqmS1iCM2PMTqi2O/XCv470UEg9iuDYOOd4Z+cBnDx55MEeHoEeeihSqRR27NiBjRs3oq6urrfGRBCdsvLj/c4DWyZcynwEP+oyVWnPssMPcmakKbOcsJmQI6HdsYMi4MWIGsI7Iseibm9oGmZUFqIgK0LGBDHkOXrMCCF05ek+KnIhYrYUt4TDqw0jf+8qMsThD0U64RXuDTvKPAs/0lghwaue0W2Dorm5GQ888ADmz5+PgoICjBs3DlOnTsXIkSNRVVWFSy65BGvXru2LsRIEPtjdGFgmH+Ay5NFZiSVTXKQyX4LBzX1QEzUl0rshdx2I/yrLdE2zBXbEyqpBAQBpy4KhMRTnxHDCpBIUZJMhQQwPinKiyIroiPh7e0DmFan9PrzLpOqseM/9vxSTS4dY+hzub7cj5H2Amof1jG4ZFL/4xS8wbtw4/Pa3v8Wpp56KJ598Eu+88w42btyI1atX4+abb0Y6ncaCBQtw+umnd1rGSRDdYXttK/Y2tQOQSVzeBC2VsJJPJxmMc0egSs1nUBO91H+7y7z17bKNsqXkbTj19cpnRg0NSdPVnJg4KheGruGoMQXdPwkEMcg5bnyRSKROWx5PgvidqEaG3VTM9lqY9u9NaMR4JemdnAzlc9zQo3KvCBmPqmhLei89o1s5FKtWrcLLL7+Mo446KvT94447Dt/85jfx61//Gg8++CBWrlyJSZMm9cpAieFNSyKNT2uaXeEnKLkQvpIz+ZD3hy1U1DyHQFzWcht6qQaF7lvR4qIfgZovoSINi6iuOWWtUyvyMSovfhBngCCGDlFdQ2VRNj7Z3wwAdshDRyrt91DojqKlbF+u/i6lsWBoGtKmV/lSquL6FTbTFkdED4ZOdI0BJrD6k1rMnVDcZ8c+lOmWQfHnP/+5S+vFYjFcdtllBzUgglAxLY62lIk3t9Y5D+zOWo4LYwEwbP9b2PrCRWoJiW7NXyKqKl7KfYTJB3PEIjqSaSt0ZiP3GbG9IWOLssmYIAgII6CyKBv7mxNobEvB4tzxUEhdFplXUdfi6+3B3PCGnEwYeogUt51/YdqJ14A7kVANCmbvT1Z2JdJml0KnRJCDTsqcO3cuGhuD8WyC6C0a2lJoT5mevAnZedDb5MubaJVJK0JFLTML6ESEaE6o8sES0wLiEa+bVt2P/D9jDMW5UYwvyeneCSCIIc6xYwuVXjpimfzNWHYYJGWG9/YARO6FzH9S1TjVPCm13DSst4fO3K6+ElXGn+g6B21QvPHGG2hvbw8sb2xsxA9+8IMeDYogPt7bhHd2HAhI6cqW4+oyvwMiTOffjyETJ+GNq6ohFK9BEczV4OCIG7pbwYHgOvGIDgA40tdOnSAIwYmTSgAgPEdJc72S0kiXUtxiebAiSyKa/Xl/u2GS3ZoGJNOW48WQ4xAdTjsp6SI8dNugOPfcc3HnnXeCMRbaMrylpQX33HNPrwyOGJ6s2lyD3Qfa3IZbivWgaWpDLy9yica8Gd9hrsuOvBgctoeCeUvWnNIzOYOyhMGgVnAwqPFdjuMPo1gsQXQEYwwnTRL6D57qKbWqQ1mmlpKqCdTOdvb/ZVhT5kS5y7y/e0PTnHuKoyVj//Zf2bS/dw5ymNBtYauqqir87W9/A+cc06dPR3FxMaZPn47p06fj6KOPxnvvvUc9NYiDYk9DGwqyIp4QgtSJkOi2+JQqVAO47cpFvDQ8DKEik7PC5jaWXamha8xJphSGjXhfxnjlDEp+tsxKb20TyWGTSknxkiC6gpw0TB8zAu/uPADAG2b0V28kk3bVFIIeCpmwrWsMaad9uhvy8Pf90RVZfnlH0boQNiWCdNug+MUvfgFAJF6+9tpr2L17N95++2288847WL58OSzLwl133dXrAyWGNq3JNOpakoj4NK9laaZEY0DKsnwNtwBuCXldZtnS14pAjuppcLYJGYNb285DQh7i5sa5VzRHY96KE0NnSKU5RmRHMXpE1sGfEIIYhhTlRHHs2EK8s+MAAG8HXknM0ByZbDXh2u+JFOEN6V1Ul/lyKGyvp6ErHgrlt79hdwOFLLvIQUtvt7S0wDDE5meffXavDYgYnqzdWo+y/DjSSsMsDuF5UO8Tmp1ApdldQ2XOg38Wot40wmrUw/C7TtWkLktqVyj7DWv8FTU05GcZqCqmBEyCOBgKsiKYPa4QW2pafBov4l+GpiHlq/LwwxhD1GBItVoeHQq1GsRR2mVCEyM7aijidO4kpKaZupF2lW7lUGzfvt35tzQmOmLXrl3dHxEx7Fi7tc4OMcDJ1FZjpqr+gxvy8O7DVEIjqnImAxwRq646MJmyn7Rll6xxN1/CSdrySfpOLs1DfjxCxgRB9JDsqIHDSnJRmB0NvKcaEGEy+RKpWGsqv9OwtufSQxFI/lYmN+u2UWuJrtAtg2L27Nm45JJL8K9//SvjOg0NDfjtb3+LadOm4cknn+zxAImhjWVxtNjCNbqmOdnb8rdt+nIoNMbskIe3bFTtEOptZcwcAyOThyKToaHZ3g+5TlxR8pNlbcz+zKnl+aigEAdB9BpZUR0RXUNOVPd0EVaNAX8HUvW3HPZ7l7lTau6FoTMk08FcLTVM2pwwsaehjTqSdkK3Qh4ffvgh7rjjDpx++umIRCKYNWsWKioqEI/HUV9fjw8++AAbNmzArFmz8LOf/QyLFi3qq3ETQ4TXNtc4nT+lpK6Kv5W4mpTpCXlYCMxCLDuvQteUToQZrIpMYllyqcW546Fw6+TFOKaU5aE0nwSrCKIvmDWuCCs27nO8je0pJWnb09/D7SIscTv+CmS3YTlRkb/hsLwK2V5d0mx3Ry0A9d7JRLc8FEVFRbj77ruxe/duLFu2DJMnT0ZNTY3Ts+NrX/sa1q1bh9dff52MCaJDqhvcnhyZ0BgCP2rXPRmUzlWXSQ+CX6AqDLlVR9IVpsU9JaKcc0wcmYusiI7yAvJMEERfIg32qB5sKuZJ0IY3CTMTnHOnaktj8HgjuK2s6e9eKgX0qIFYZg4qKTMej+Pcc8/Fueee29vjIYYJG/c2oazAndVnck8m0xYMxUWhMWFQRA3NY2hYdrmoRFW8FCJW6Q6Nl6iuIW253gcV6b2QblAO4JgxI1CYE4zvEgTR+xxRno+9je2I6N7OvVLYSvVsyokER7gGjUz2lqXngbJTxqDZnlAvYp/U4jwzB62USRAHy5tb6xzvAwBPfFRFVbOUCA+FG/IA3BwKVydC/F+GSzxSvcrNRiVqaIH6dCBo6HDOcWR5PhkTBHGIOaZyhCPFrZZuxyI6Up6Hv6i2SmfQomEQIVJ/sz8V3c7V0j1eTzjKmR/uobYTYfSKQVFfXw/TJKuN6Jwdda1oSZq2sWB5YpxhEtr+UIWU5FUnFf6yUVkmZlmupr8s9zTt0k7T8t5sokZw5hPGpNI8jKJ8CYI45IzIjgY9FOCI+X67FhdaFQmlPbofv6S/H2ZPeDQ1f0vxhOxrSvTsYIYoB21QbN68GT//+c9x0kknYdSoURg5ciQuvPBC/PnPf0Zzc3NvjpEYQnxa0wLOudOBs6OOfrqmheY+SLErp/sogtUgcj1VTheA/dlaQH5XGhRyn34vhixfI7Eqgug/IjrDjLGFilotnC6lEs7tVug+D4XqFfXnZqmoFWZ+D4W0TxiALTUtvXZcQ4VuGRQ7duzA9ddfjyOPPBIzZszAa6+9hm9+85uorq7Gyy+/jClTpuDOO+/EyJEjsWjRIixbtuygBvXKK6/gzDPPREVFBRhjeOqppzzvc86xZMkSVFRUICsrC/Pnz8eGDRsO6rOIQwPn3Elm4oDHayDx/77DdPcBu6LDFraSyVP+ahBHGpsxTxa4xe18CZ+AVlT33pRUj0VU1zC9csRBHztBEL0DYwxZUR3ZUd0xCKKK14JDTCRihuYLg3h/434FXhW5lan0AHE/H04lybZaMij8dMugeOutt1BdXY2lS5di//79WL58ORYvXuz087jpppuwbt06fPzxx/j85z+P5cuXH9SgWlpaMH36dNx7772h799111245557cO+992Lt2rUoKyvDggUL0NTUdFCfR/QtDW0pmBZ3HuIMIj9C7eTHERby8GZay5+2WtHhqlm6IQ81h8J/zzAtGfLwZ3VrUG2XmKGhPWWCA5g3seRgD50giD5g9rgi534QqPzgQCziDYMAItciqfbmCcmlUuHc25jQj/SSHGglJU1Jt6o8zj777C7JbFdWVuLKK6/ElVdeeVCDWrRoUcayU845fvnLX+KGG25wqkx+//vfo7S0FI899hguvfTSg/pMou94e3s95k0oscuzxDJdE0lP3hZfXlT9CCjrSQVMZotWpUzL48J0cih8KptSOyIe0dFsi2k5+/PdN+IRHe0pE0eUU4MvghiIHF6ehw/3NAlvpbJcVnz5+/dEdQ2tSfm7t/v1KH1+ApMPHgyjqkg9iw27G/EZmnQA6KWkzDfeeANbtmwBALz22mu4++678de//rU3dh1gy5YtqK6uxsKFC51lsVgMJ598MlatWtXhto2NjZ6/RIISa/qat7fXA5BVGO6PU6jTWT7tCK9xoWsMVkiitvoTN3TX2+D/6fvzKmR2d0QPrzFXt48ZGkbmxTAqjxIwCWIgMiovjqIQaW4ATsKlp6lYRPN2D2ZMNBLMoFHjz6Hwo2rd1DbTswToBYPi6quvxve//31ccMEFuPHGG3HTTTcBAB544AFcffXVPd19gOrqagBAaWmpZ3lpaanzXiYqKytRUFDg/C1durTXx0fYZaCc4+O9TWi01eX88Uin/NOT9yBLPe1wBgt2CQXUPh/ck2fh/+2rmdyyNFVWeaglZabldX8WZkegaQyHjcw96HNAEETfc9SYAgDwPPitEC0ZwJuTZVliEiE9Gf5qEHkv0jp5Qsp7zPu7qYwU6EG3UcmLL76I9evXI5FIYMyYMdi1axdisRi+973v4ZhjjumFIYYTJj7UUcUAIJJK8/PzndexWKxPxjac4Zxj14E2JNOWo4apylQ7IlGMIekoXnq9BRpjsBRDIBOyXXhLwvJq+DvbBmOgFue2iJWav+F6MmKGhqPHjDi4gycIol/4zMRirPh4v1N+rk4kMolbaYwhYntKPWq89kQmLCnTfztS19lS04LxJcO7MWCvhDzS6TQSiQRSqRTa28VDxDTNPtGmKCsrA4CAN2Lfvn0Br4Wf/Px8zx8ZFL3Pa5trQis4RK8N97Ws85Y/RmlWON6CEEMizFz0S+QC4kevKmV63xOf6VHWs1wj5PjDirt8rARBDAwYY5g9rkjcD5weP0pCtwyB2K+lZ0FWc6nryhbnlhLykD2DPJ8JIG25odztda19dXiDhh4bFN/61rdwxBFH4JhjjsFPfvITnH/++bjyyisxd+5cfOlLX+qNMXoYP348ysrK8MILLzjLkskkVq5ciXnz5vX65xFdZ0ddq2jWA1cfApA/PMsjjQ3IHAfxb2/5Z9B0UGcQXuVMV02Tc2/GtxiLFxnzVPenaWLbGWNHdP+gCYIYEOTGDHxmYglG5sYQM4KPNs7VcKm4p8QCGhbcqRwzlbwvaaioyIRwqXXDOcf7uxr66vAGBT0OeXzve9/D17/+dQBASUkJLrzwQrz44ou48MILMWfOnIPaZ3NzMzZv3uy83rJlC9555x0UFRVh7NixuPrqq3HHHXdg0qRJmDRpEu644w5kZ2fjq1/9ak8Ph+gBn+xvtmu0gz+8pGmF5jg4QlLyR2z5mv2ElHapr2WHUidkEckgoW2/r3pFuLiroDQvjqihISfW458DQRD9TGVRNgDguPFF+NeWOgBARNfQYld2uSFYQGNBvQrdmdx4OxibFodhePPAEmkhzy33UNsiSkhbEulheT/plSM2DAN///vfsWvXLjDGUF5ejsmTJx/0/t58802ccsopzutrrrkGAHDRRRfh4Ycfxg9/+EO0tbXhsssuQ319PebMmYN//OMfyMujEr/+4vXNNc6/1Rgm4Db5kp4B6V60uJtMpXooNE1RwXRCF2L9jurGASCq645BIYegTizUyg/GGCaNyqW+HAQxBMmOGjhp0ki8urkGUUNDfavbKZiDheTh2VL9TIRsOXf7CBm2sm9Ud9c3dA2pdHCixDnH2q11mD9lVB8e3cCkxyGPBx98EMcddxzWrFkDy7JgmibWrFmD448/Hg8++OBB7XP+/PlOpYD69/DDDwMQX/qSJUuwZ88etLe3Y+XKlZg2bVpPD4U4CNbvbIBlcU/OhF/W1rCV7PyhDNWzoPlmBWpMk9uqdmH5EiqMeQVtOESMVGpZyLpxOY7pYwpQQVLaBDFk0TSG2eMKQ3qAeMOhqtdCeCisYAl7SMgjaYr7mtTF0e1SUsYYdgzDnIoeeyjuuusuvPXWW8jN9ZbY3XbbbZg5cya+9a1v9fQjiAHKxuomNCfSSFneGKSqWgmIH14ibSEe8dqvXCnLMmwRKymNrWLKJl92ImdHtTyREAntuhY36crQGTQGHDeuCFnqdIMgiCFJdtRAMm2hvCALje1NzmRHtw0CwC0r1xhD1NDQ1J727EOWnFq214JD3EsSKQsx5b4mxfg45/hkf7MTfhku9NhDwRgLbQbW3NzcaRknMXgxLY7qxnZEDeaJQcocCm/ipMyh8Hoe/DFKi7tGhnrtyERNQ7d/rB2My3/FxZS25FkRHfMmlDj9AAiCGB5EDQ1lBXEUK+FNf5dSGeKQid1qQbvIobA86ruGptml7+56hiKaxxhzhP2GCz32UNx99904+eSTMW3aNIwePRoAsHPnTmzYsAE///nPezxAYmDy6qb9AMSPKhWSBKli6AzNCStQwqnmM7g9OXgg5CETNXXN29RLomZu+4kZulNnPodKQgliWDNtdAFWbNwHZnsivAaFMAJUxV41h6IloZaic09umMTff6ixPY0DrUnkxAxE9F5RaRjQ9NigOOOMM7Bo0SL861//wu7du8E5x+jRo3HcccdB12kWOBTZUtPicRv6y6n8D3bDbkMeLOF0O4RKVyEDEzFJJXNaClTJ0ElH/T/8RHRR2jVnfFF3DpEgiCHKxFG5+GR/SyA8avmSySVOV2POA6XuSbVs1F7mn/RsrW3FuOJsjMggEz6U6JUqD13XMXfu3N7YFTGASZkWIrqGbbWuQSFdfB0pWvqFrqRIjGW5oQ2NMfs1t7uRupa+jFtKVUzATdQMM1TkWKRK3tSKfMQjZNwSBAGMKczGJ/tbAh4Ki3NPyELCGHPKRjO1NJdb6Io2hdPEEGJStLWmBeOGuJJmn/pg1q1b15e7Jw4xrymloRJDC6pi+lNn/A98R9qWc2/ZKHfLRlXXoUyWkp4ODjGbyIp6ZxgqHMB0W0K7JJcUUQmCcJkzvihw77I4FyHSkHuKJidBviaHMgldYmgiZ0vXmJPoKb2424ZB1UefGhRf/OIX+3L3xCHknR0HQqsrdE2DaXrLRDtwVgCA0+FPdvlUkRUiTghE6QNiaAwpy/U+xCO6Z4YhZwqMMVQWZpG+BEEQocQjeiBJnHMgHvF6Lfxk6kAql+hqGMSXHwYAm/Y29d5BDEB6HPL4t3/7t9DlnHPU1dX1dPfEAGDt1jpHZc7fbEcqVXalOZvE0LzNudStpJtQTdJ02osz9/NNzpEV0R1lOtjbpFImLM4xcRSJnBEE0TFzJxRjzafiOcW5SOI+0JoCENKAEsIzaigeCkeAz36tawztKVOERexWVmr4dk9DOyaVDt17U690G/3DH/4Q0KHgnOOVV17p6e6JfqQlkcaehjbHmADcxCU1ytGRFHYY/jilur2jF+HJoVCa+9j/sCwgHteRSLmziYgu6scpAZMgiK4QM3RkRXS0JtOwQryegHtPYwi2NPc0ILPXFXkW7jq6L1Hz/V0NmDa6oI+OqH/ptkHx97//HQsWLIBmn9X58+cjNzcXJ598cmDdGTNm9HyERL/w1vZ6TByVi0afwIss9fR063Q6eMJWiuvYoJDSth0hS7IANwyiYnGOiK55KkyyojpyUgayo8NPQ58giIPjuPFFWLFxHyzOEdXdZoPyHhdVqkHkvUgaEmFeWbUcHrDXh+vFrWlO9P1B9RPdvvN+/vOfx549ezBqlNApf/LJJzOu+/zzzx/8yIh+Y/UntUialqd9LyBDFeHa9dLIEKEKIKTZn4NoqmM6P0a/BK5cJ61UeYQZFGq2taEz5McjyI9HDuKICYIYzuTEDBFute9b6nQnamhIpCw75MGd/IhMcybTLjNVkRoXct+tyTQ+qm7CsWMLe/tQ+pVuJ2V2VB5IDH4+2N2IRFoE/6Sl7XYEBVLpYFKSacEjUJW2Ohe68tdq+68qQ2Ow7J4gUq9CdWr4a8bnTSjpxlESBEG4zB5XFEi4lPc9tfJD9vuQFSJhz0PLyuyhlTliFhfrbd4XVJkezAx96S6iS+ysb0V7yvS44ywOT7zQkZrV/AaF6y3wK8WFYWhB7Qq3M6hYpilhEc5FfoS6jWm55VsTRnrzdwiCILrLYSU5iEf0QOMwqVch9SQYY0LSPxU+ccqkVQHAc/9ijGHXgbYhFQI5KIPi3nvvxd///nfU1AR1CYjBR3vKxP6mBNpTwjPhJD76wgq6Bke0RUVa7WKdzg0K3Vfl4SpiusukMIzcv2EbFFDW1RlDQVZk2DXgIQii9ynOjUHXGOK+eK0RCL8Kr0W77cn1Y/KgQeF3ZHBlnfd3NfTSEfQ/B2VQLFu2DIsWLUJpaSnGjh2Lc845B7fddhueeeYZ7Nmzp7fHSPQhKdPCG1vqnKRK9br3uwB1TbMNCncdVexF5lJI8alMqM10ADiytZnKTjkHIr5QirDwgWMqR3TjaAmCIDpmzmHFofcvDjcpMxYJ91BIBWA56fJ7YeU9Tt5b5ftrPq3t7cPoFw4qHX7Dhg1Ip9N4++238dZbb+Gtt97C//zP/2DHjh1gjKG0tBS7d+/u7bESvcyOulZ8sr8ZmiItq2L5tCV0JmRl3W57qr69IsVtN9GRipidIYwZr8dCU12EjMHQNaipGUdU5CNukJw2QRC9T27MQLPU3oE76RETHwT6gHCl6kz1UMhkdVWKm0N4MYS2jjAqZEfkupYkigaxIF+3DQr5gKmoqEBFRQW+8IUvOO/V1dXhzTffxDvvvNNrAyR6n7e312PG2EJ8sr/ZacIVeKhzDsuCL+TBkEx7O4SmTQ6LA1G7oZfsr8Ft16CaeykltNXXgOzjES50Ja+3qKE5yaKHleRQNQdBEH3GzKpCrPx4v1OR5keWlareVTXc63QptcMlMcOt8DA0kZPhD4sAwHs7D2D+lFF9ckyHgm4bFB1VeRQVFWHhwoVYuHBhjwZF9B3VDe2OtoTH++DLfWB27bR6zUsVONmGN6KLMIQUe5FxQeG1EB1C1dIMf7KS2ho4U8a0JCuioy1lojgnRjkTBEH0OceOHYHWpImm9nQgz4sx9/4l8yoiRlC229A1pE2OqOJMjejM6fchYYBT1bajrnXQ3uO6nUPx3HPPoaBgaKp8DQc+rG4MXa6xYOWF/Kdc5nTSc1qOix+LGvIQLr5w7Yiw3h0AEJNZ1Bn6gahS3EeNoWuPIIi+Jy8eQU7MQF7cO++W90rp3ZV6PTFDNAZT76HyviUbIYquyeJ+p07W1MTPzfsHbylptwyKffv2Yd68eYjFuta98eOPPz6oQXXGkiVLbGER96+srKxPPmso8a8tQrNeY0pzLvs9GfII6NcrD3bZ+EbtEJq2eKAaBPBWfkjMUIEq0ahHVpgAdpmWHZ+ULkUAmDWOJLUJgjh05MaMgLdAGg6AqymhaQwxQ0dCuY9xW+AqbQkjQ9NkyEN4KDSfh1gmnTOIMv7BSLcMipUrV2LkyJE4/fTTsWzZstDEyzfeeAPXX389jjjiCBx77LG9NlA/Rx55JPbs2eP8rV+/vs8+a7CTMi1srG5Ce8oUs31V48Fex+84UB/kqqKlZbmvhUCV5clqllh2yEPq4ANBSVrA7hpq6M4PFBAGhppBfWRFPgDx4yYIgjjUTC7NdaSzY777VWg3ZPs9x0NhwanqMHRmeyhUpV87r8JeNlgFr7p1hz7vvPMwZ84cPP300/jLX/6Cq6++GtOnT8eZZ56JXbt24emnn4ZpmvjCF76AO++8s09zKQzD6LZXorHR6+6PxWJd9rYMVg60Ju0Oet6unGnL8mg9SOSPRohPWYjomseFJz0PwvoWehJmiDdCVnnI3h5i30LLwgmlQFj3uu6Og0PMANrTJsYUZuGwkpwudzElCILoC8oLslDbnERNc8IuGXU9EVLJV96mNDu0AdiTrgRH2nJzJqK6hgYz5dm/47XQAMbFeltqWlBZmAVDHzz6k90e6dixY3HFFVfgxRdfxL59+/Dd734XH3zwAXJycvDEE09gz549+N3vfoezzz4bWVlZfTFmAMCmTZtQUVGB8ePH4ytf+Qo+/fTTTreprKxEQUGB87d06dI+G99A4e0dBwJCK4bOkLKrNTI9qjUtvIGXqmWvys/6PQ8yvKHuRxgSrga+UJ5zDRS5LB7RUVmYjQkjc8mYIAhiQDBtdAGyowaiujdXQkQqWEC8yrlHmtzx2ALCG5Hy3VsNnSGRsmAo0sT7mxJImcF78ECmRz7kgoICXHjhhbjwwgt7azxdYs6cOXjkkUcwefJk7N27F7fffjvmzZuHDRs2oLi4OON2O3bsQH5+vvN6qHsn3tlxAAyuTLVappm0kyutcLE3T/vwTHT0rLcsDs3wVo/4cy2kh0I1RgqyItA1hrKCeBeOkCAI4tBx3HiRxyXzzTjndttzIfonPbwS3W6oKJMyAXcipWJooixe1xQvsc6Qsix8sqt50LQ7H5RB6UWLFjn/PuqoozB37lxMmDABv//973HNNddk3C4/P99jUAxl2lMmGtuEWy2sa2jKTq5MK0EPqVPPbeXLTD2+uuI0kJoTEV1zrGzZhU/+lpxablvgJTdmYMYQ675HEMTQ4zMTS/D6ZtF6wuQceREDrclwvQpATOpiHbRgNnSGtqTpacYYsavoaluSGbcbaAye4EwH5OTk4KijjsKmTZv6eyj9DuciBKFKuQZ7cthJQR1UZhhax11DPeWlvv8DbgKmaKJj2tsIPYmkqbgLOQeDMGJmVpExQRDEwCeiaxiVJ7yonHNkR41QASyJGipWUZshqirEMnkzbVe7DZZ+H0PCoEgkEvjwww9RXl7e30Ppdz7e24zqxnbPMinzKjF01kGTL69kbGeEdQyV+9I1b4mVcA2KCg5Z7ivLVU+aNLKbR0oQBNF/TLWrz+REyd/bQygFuxVuut3vKMzDK7218v7rz1GraU6gfhB4KgalQXHttddi5cqV2LJlC9544w18+ctfRmNjIy666KL+Hlq/8v6uBjAW7GwnyzpVzYmkGZR+VfMZhHWc2aBQLW21xNTpEGqXl3q6hloc2VG3Sx/nHOUFWciPRwLeEoIgiIHOtNEFMC2OqKEFSkZjhu4oZzrVcb7tnZJ8BqRN4ZVQ79NqHtt7g8BLMSgNip07d+KCCy7AlClTcO655yIajWLNmjWoqqrq76H1G3sa2lDbkvQ83CX+Kg/R5CtEeEqRxpY9OboKg3ADShddmFKmxYGsqGvJF+VEUZAVQVaUmnwRBDH4KMmNBVoKSFTvLLfFrxiCEz6JzDGTSO+tqhVU35LEjrqBK3o1KJMyH3/88f4ewoBjY3WTHUZwwxCqZ8CjG8+E8WD4koRE3oP4t+zJoRL2O5BJnAC80rOM2eWgyva2doUMpRw9ZsRBHy9BEMRAYNa4IkQNLVC5EYtoaGi1E+OVCVamaZrMOwt4MZR/W5zjQGsKDW0NA7LyY1B6KAgva7fWOa4z0bnT+37Yhapa1TJ+Z9nVHXI/oreHWN/fjVSi/oj8CnJ+REhF/FuqXxIEQQxmovbEbEyhV6I7qrQ4t7i4z0YNUWEHBA0Lfwl9RylsdS1JfJShL1N/QgbFIGZLTQsAeMqVNLtLqMTQNJGUqWzHfc27pLFgcbi10vYGskJEjedlutBjEVFLLY2bQC6H/ZlRQ0NJ7tDWACEIYngxcVSux0jQGHNK8eX919+3CPDlo2VIJZP7NZWeIHsa2rFum+jP5N9nf0EGxSCFc47tda0dtvwGgok9ElmF4a4TbC8u1oOtU6+5BgUQyL8ARA5FUlGQ05UsZSkAwxhw/GGZxccIgiAGK9PHjBD3O3iNAzdRUwt4cTU7BC0JE75yWqVbcKtFADS2pwEAb2yp6/RZcCggg2KQ8sqmGk/iZNjFJFrlhldryPa7gKs5IR/4KtKr4Fe89Cdcys9T8XssZlYVkpQ2QRBDlqKcKAqzo/YD39WUAISBoXooTFtwMB4JDxXLij31nqkqbgJe4+P1zbX+XRxyyKAYhLy744DTDld6APwwJZwRZnSo4Q3N6YiXuQ25422AlIYNfpb/3+LHI34oI/NiyItHenbgBEEQA5zplSOga0I2WyKrOwyNQTojZB+juKGjLWV67s9CByhoQFgW95TYM3tSKTUvVtnqnf0FGRSDCM45dtS1osGW1JYVE27OAvesK9YR3odQMRW7Llr27bB8Fy/g9gGR64gETpFwlFYMlbD9xw0diZSJ7KiOIysGXkYyQRBEX1CSG0NJTswOfSjdlJVOy6adBB+PaGhPmXbFnHhfqmT6J3kywV4KA0bsLqW6naeRsjj+taUOVjdK/nsTMigGAZxzfLC7ERYHtta2OMt1DYH8CH/cTnooVCeGWloKZR0pRiU+027eZYti6RrzaEyorjtnG9+YIzqDoWuYPa6o5yeBIAhikJATM1CQHUFRdtRZFlEqPGTTRl0T90jZ78id5IllqkGh6lGo+2xPmQGjI2la+GD3oa8CIYNigLOnoQ2vba7Bvqb2gAchrERU4uZHuMmUYaEJBjecIQWw1AtXhjw8EtoWkB31xv1kWZRkcmkeGGNOdz6CIIjhxlFjCpwEyrgvIVNVMPY7eA1dDUOLZf51xKRNQ5vPoDB0UbVX05zAmk9rsa+pHYcKMigGKA2tKTS0pbCxusmJuamJlIArod1RmqMqUBUWEgHsuJ6di+G/uKWRoepQWJwjK+otfzLsz+GcY0ZlISpGZB30sRMEQQwVZo8rAgcQ85WMqk0bVe8ug7ifpiwZ8tCc3h5+scGIztCe8jZ61BhzwtGJtPBUHGhNHpJeIINSKXOos6+xHYm0hZRpeQwIeQGmTDecITvUccVToV5zMpwhd8OYmxQkkReg/Kyo4QqyiMQhr93JuRCxSinVI4bO0JbimD2uCDkxuqwIgiAAEf6YWp6PuKE5SeqAmKxFdS1gJACiBL8tmQIMDRFN3H8jhijLz4qIVgXM7ubcnjJhKJ5lOUFUaWpPI2mKSr7iPtQAIg/FAKM9ZeLD6iYAIT05fO4vqfugMbcuGfBmBsvsYifZxzEwXMvYr6IZVzrnmRYCJaIy9CLrrTnnKMyOojQ/TsYEQRCEj5F5MRi65ulbJNqeB7uUAnBKSUVVh1g3at/vJcKTIcIoms9znfYZFJqtXbF+VwOa2lO9f4Dyc/psz8RBsfpTUUusdg2V4QnL93DXmOuhkHAO5yKUSznC9SS4kvfgldAW+hFAJrErDqYYNkeU5yMe0VGQRWWhBEEQmZhZVejez7nwXrSFqFwyiIlh2hL9jwAxgZRJnSr+e7TIrQsKY1l2ov2b2+rx9vZ6AMCOutZuNYHsDDIoBgCyemLT3iblAe++L70Jga6hdg6FXCRjbNJDoaq1ScVL3S4j9TcQU1F7cnD7M9WLThW2OraqEKX58Z6dAIIgiGHCaDu/zLSkh8IvxW1P2iAbO4pnQNRgTigaUOS4bYNCeqkNPeihkMn1MkeuoS0Fzjk+rWnBq5v2Y2tNizOJ7IniJhkUh5BNe5uchi67DrShPWVib2M71nxah7RpYdeBNqd7pxViPKRMr2tLLT0CvAJVHvETAIC4oKJ2iVJHipWGImJlSrdc2hLhDbgVHeNLcpBPYlUEQRBdZlJpHgDxkI8ZOlLKw1/mp8kJnalM3gxNC6gey87RaidTRypAWc/v3QZcpU4OYFtdK9Z8KvqCvLqpBpv2Nh1UEicFvPuQRNqEaXE0J9LYvLcZKbuS4vCyfHxseyM4hACUalGGPex1jSGZtgLhB2lQMEcrgodePBYHwLwtdRkLliL5kVb0vqaEs66onWaoKs7p3gkhCIIgcPxhxXhza31oTyQpdAXYkzeZI5fhZu14H6Q6MnNFCKWwVli7BNPntXA6TAPY3dCOnQfacNy4Ihh619slkEERArfVJ5NpCxGddbn/hNxub2M79ja2o741haNGF2BvQ8LjqgLsL9FOlJA1x+6F4yZUSmTyjWpQSNdYxE5okJapPzTC4VqjUd1bC60xb1tymbvh6s+zQIe8Y8cWdul8EARBEEHiER2VRVmBCSIHkBXRsb854SxznhU+ZMI9EJxAqkiPc0RXnx3MI2QIiFBJSqnuYxCe9NyYgdwuxjLIoFDgnOOT/S1oTqQxviRH9MwAML44B2OLszNul0xb2F7X4hgQH9lVGqGfgWCMSmOuhkOmVrYy5BHRvd+saXefA9QmXyK04dWdECERaUCElYjK9ZzPt/+vilrNnUCdQgmCIHqK9PAeN64Im/c1o641CW6rEKdCGjoC4Tlvfg0Ltd+SZXFEdN2eHOvO+hE7/07VwYgouRdycuvkz3XRoBhWORSqbLWfPQ1teHVTDXbWt0JnQmZafjFbalvQljTx7o4D2FHXitrmBPY2CvWxt7fXY9UnNdhZ3ya01H1CU6ZdcQGIL0lm26oWpaExmF3IaxAlot7lakKOK7PNHQlXwKt4qWJx4V5LpLx6F34JbXlxTS7NQ8zQQRAEQfQOWVEdR40pcO/TIXEQmS8Hex1nuW9V4e22HI80IAyFpGk5k0UpnJVI+xQ2Nc0pEJD4PdidMagNivvvvx/jx49HPB7HzJkz8eqrr3a4/na7ROb9XQ3Y35TAgdakkyS5sbrJERiJGF5LDZAlPBY+2d+M9bsa8OEesV1Te9pt1KJ7k2bkBeJYgZzbGu1WIOEyTNzEL1DlT8rk3FtxYWiiYZeTV6Hsg3Ove0smfmb5WufKCxIQhsUIW4t+ZhWpXxIEQfQVs8Z5Q8nq/TpLaXWgdooGXI+3lOJOmdxpPAYIL7S/3NTQxUTSL9ktPSNOyBve51BnDFqD4oknnsDVV1+NG264AW+//TZOPPFELFq0CNu3b+9wO9PiaGxLYcPuBryz4wD2NYpYlfQeAOLBnPT1pzdNIYHqRw1hyHIddZlqKQLCMEikrUA4o6NaYLUUyG+R+pMy1RwK9ULiCCblcDvLWD1W2XKcAyjNi+OYyhEAQK3HCYIg+pDsqIHcWAQxQ4Sr5R/gtjgHpBdDbCMnivLWLrUq1Oq/mBF8nolcOtMjgCgmpEGdiy6mEAIYxAbFPffcg29961u4+OKLccQRR+CXv/wlKisrsWzZsozbqC4lmf0KwBEBcbJkfQ94rmg7AG5IQP3CpffB/4WoJZyMieqIpN1uViKTZlRU95RYRws1OriyjjNuu6xTLT8SYRbfttz2SCgXrxS1KsuPY2pFfoYzSRAEQfQ2ZQVxlIRIY8cjGtqTitignEAqCsmACG+kTNFdWvVc+z0UEUP2AHGXiZbpPJAEOuQ9FMlkEuvWrcPChQs9yxcuXIhVq1Zl3K6ttRUHGhrR3taKttZWJJNJ4eZRjADpqVCtMmaX02iKOqTbI8NrLPi/EH+H0LDYldoaHBDuLH/cKkxONcxylFoRUuddipXI0IupJGT6czkA4aEoK8jCEeVkTBAEQfQHE0flel4buuboVUjvQzTE8xDmoQh7Thia2/bcX24KBAsHPtjd0KVxD0qDoqamBqZporS01LO8tLQU1dXVGbe78OtfR8XoMfjcwoX40pe+hCeeeCKQ95CJMKGppGk5wiCAW8frR36hbg4FD3SHE+Ik7r79+/FfE5qvyZfay0MmYMqES/l+POINb6iJmhzAhJG5iOiao+RGEARBHHrGFAarCuX9XVbsycZgHN5eTWlTSHY7HvWQx5vn+eVIBCBUr4IxoLaLIleDumzUXxXhL7v088c//AFzJldge307GtpSiEQizhcQun+44Y20LxciYie1aBoAy11fHUuYaShDHk5DL58nw7J1KUTdcOZjF02+LKeiw9uVVLzWmd3e3DY+siI6Gm3JVfmZsoKjqigblUWZS2MJgiCIQ8escUVYu7VOiBG2pVypbftZkRXRUdPsfdDrmniGqHkWYTDY6pn+PlD2dowzR4bAL1XQEYPSQ1FSUgJd1wPeiH379gW8Fir5ubmIZeUgLzcH2dnZiEQiwkUUkojix7Iyeyj8ZoM3x8JdLnvaq8kwElVPIkw61Y9YR36O7/Ntb4X6CZYVrOgQipoi4fKwkV4XG0EQBNF/5MYMlBfEETd0T9tz6UWI6FpAMJFzV8jQ8FkU/ueJ6fNGiO3geC1kxciQz6GIRqOYOXMmXnjhBc/yF154AfPmzcu4naGzQKtX12MgXoc1RtEYAiWbEU14KDLJksqqC0sxKqRWREcS2iIswgJxsLBjSdneh65k4XLACXnIf48uzEJOzMDMKlK+JAiCGGgcXpaPrKiOtqTbuMuypFdarONJ3JfeZ7upGKA2iBQGhPRmq2Fyp0JQeeZE9Mze+0wM2pDHNddcg69//euYNWsW5s6di9/85jfYvn07vv3tb2fcRhoUfjGPhF11IU+4yTl0uLkRUt8hZjCPglgibYb0zBB5CabFoeuiMkPT3e00JsIZfneUWg0ijQ65vumzLTm8FRyAW8GihmkAb3KooYtjLMiKkHw2QRDEICBmaBhXko2P9zYDcJPpZZNGSUROMuF6H7wNwniG5H7mJHOqwloRu7SUsa6bCYPWoDj//PNRW1uLW2+9FXv27MG0adPw7LPPoqqqKuM2ETuzNWq4T3NDY2hPm/aDlztJmrqhiFHZllpMOVuREOMEUKopLHtfSi5EpsoPwI2LibCIhrSVdvQkfN1tAYiLrLE9ZY/RrjW21T3DUMuIyJggCIIYHDDGUF6QpRgU3g7Q8kmiVn1Io0N9ysjniV+0EXCNEa6IZkV0DU3t6W6NdVCGPCSXXXYZtm7dikQigXXr1uGkk07qcP2wkIfQO3fzF6KGfWKV7XQ7OQVwQyJSoMpvUKjJm/6ETycZ0k6GkV4LwFtFomsMluN+gmd7zqXQlebRe49FvHE2wOupkFUkR48Z0eE5IgiCIAYeU0rznM6h2VG3YaOUCpBeBrWXh0zId6QPOlTYtLzt0nXx3BvyORQHizAozJCeFu6DWya6qF6EiB3yUNHsfh8Bg8J0lStVoSs1N8OfDAMId5SmGiJWsA25p3GYsi1zSkRNRwPDI6HNOcYUZoExhqKcaNdOFkEQBDFgKCuIAxAT0uyY4ekALWQBNCTTXu+DyIOQzwFA18LzBCO62JYr1SGqLkVXGVYGhS41IAIVFu6yiK4hlbY8VR2ZpLH9Fh/geho8ndoQ7KMh7RDZfMUvRMLhGh6yPljuX36m+smyLbm0TmN2ZjDnHONLcqiKgyAIYpBz3LgipwdTux3ekPlzMUMPKmIqnmwpExAmrSCT/GW1ob/rdUdyDCrDyqDwnxI1p8FjUJhuPwzA2ydePbHqOhqTDcTcch2pJ+H/bH8PejMkvCHHpWsMUaU8yOIIrS/2J+DEIsLAKM2PO21yCYIgiMFLVlRHzNCcSavE4sIQUCULADhaEtyetGqMOc8qVeVZFiWkLb/YFROlqF2Mewwrg8JPpvyFtGz/ap8dowMPhZsvISo6LKWCQ88gmqV+OU6HUJmVq8S1ZBgkHtE9ipdhcTA/onbZJAltgiCIIcScw4oBAHlxQ+TVIdxbzrmbVwG4XUrl88QfNgdEOKWr3ogwhpVBwVj4A9hUchWYs8z9gvwy1/59Am5jFbX7pyxBBYKiItLqk2ERJytXsRo5hDdCehtEy3HXG8HVfan7hsj4nTF2RDfODkEQBDFYmFlVhPws0QWahzR/BGTrclcRmTF7spn2ihHIx6L0uh+sUTGsDAq/LSFPmtr4S5LOICqVySPgNwxU0RB1HYt75cFlAqb8slWkhyKqa04CjsU5oobmJFw6hocizHVEmfBKZEcHbVUwQRAE0QnHji3EtIp8+HWVmeM5Zx4PhcaYmKD6KgI926LrIQ4/w+6J46iEQW224tWF4LAf5t3QMDc00bVUTbiU+5YaE5qGQOhE15hb/uP7DmXLcdUQcRJyUrKPh93/Q9PAOcfUinyMyot3edwEQRDE4KU4NwZD0xA1tEA/K7UwQPbpkDl5MlwShuoBV3MFO2NYeSgyYSrqYIDMmkVoroLMkvW3F3dyKLjPaGHMyatQtdflruN2OENKaAuL0r0ApNnjyqW626jj5Vy0vCVjgiAIYnhRkB1BVlTHkRUFnuXq80h6vJlvwuufAAPw9IJScwU7Y9gZFMz3f87dfAlZfgO4iZoypCCW2aJSIUmashJEbdwi15EeirhPLhuA3c7crROOGULuVI7B32NEeijkOpxz5MYNRA0ttOUtQRAEMTwYmRfDuGLxHBD5E2pTMRmOF6+l6JWTP+grKZUSBGRQZCBteRUwI2o5KNwEFsB9mMs24VJpTNeYk/cAuGEKpzObvW9VXVP26YhH7P71UvGSBRt7qT065DrOBQBxUYh6Y7EwHtExKi/uiJ4QBEEQwxcpExCPuGqa0qvuj1yE5foBXhlv0Zeqa589rAwKfyJK3CdX7SmxseWxVQUxWbIZsU+2CGkE8zEYbGMl7RodGmOOXHZHGbRxJWFGJluqNcNqn3sO4Hi7hIggCIIgAOD4w4qQHdXB4G3vIPtLAXCqBmMRryAWBzxecFWnqTOGlUGhap8zxjzhBQ5XbRJwT2LUbrrluodcjQd/+ARQJU81pBQPha4xT1wqDMZEjw61x71sOS5Rk26Oob4cBEEQhI+YoSMe0XHUmAKMLcqGZk98c2IGWpNuwy+Lc+TGDLQq7dEZ3Mm26pnvCsPKoEikveEMv4dCjTnJVuBRXXgjZH6FE7pIZy67AWzBKpN7qjxUZK8QNReD86DBIYwefxxMCJQUUl8OgiAIogMOG5mLEyaWAACyozpaEqbHa5ET0x2DQhIzVKkCkIciDJnTILNddVt4SoYs1JwKQHgMZPdRwO3YqSpaivVcASt52g2lKYuqnimxOJAV9XojnP0p/xaqZq4XRWPC+3HCpJKDPg8EQRDE8IExhmPHFnq88oCsGtQDzyG1lUOYRlImhpUOhVQLk7kPznL7/2FNwHRbGluWZnqbpoh/ZynJLxKhSyGtQLuslKveCI6siOF4SNTvS2bXMlvUKpEW+uqHl+ehJDfWk1NAEARBDEMKbFXNEdlRNLSl7ByKzis4LA6MzO1a0v+wMihUN09HLhymeCCkapgoH3XreNVETLU3vUR2EWUQno3sqI7G9pTzvvBQ6GhqTCET3A6xVBVnU4MvgiAIosccUzkCO+paUdOcEIrQuneSLLpbu+ublpAm6ArDyqAApNCU25mNIdhnIxOm5WbJqjoW8YiO+takeK1+lv1/mfiyrynhvOfqSXhdTXL7wuwoJpWKluNkTBAEQRC9RWVRNiqLstGaTCNm6E7OBLMLERrb0p5GlZSU2QEW54jqoh9GR8YEg1cR0+JBb4SsDlFDJcLCc5U1TYsjJ2YIDQp7HZk5q36+rP3NjRmYXjmCenEQBEEQfUZ21ICuMRx/WDFGZEftULyONuUZR0mZncC56OCZUlqLB7qBArYQlVphwZEdNRypbLksTJxK3U52/0z7Kjo8kqewEzDTJmZWFfbwCAmCIAii6xxTOQLHVI5AVlRHcU4UWRFd9LUKEcTKxKA0KMaNG+fIhMq/6667rsvbc3BPImWwtbhYkhMz0KLW7FocWX4Pha8PCICANLYfWYLKfNUiBVkRTBiZ2+XjIAiCIIjeYkR2FDFDR2VRNuYcVozZ44oc3aauMGh96rfeeisuueQS53VubucPYpkzIUMQO+vbAHuZZieicGXl7Kioz+XK9jFD6EtIpC6E22+eIR7V0GaHN/JiBortyozZ4wqRFdGxs74NzYk0ooaGnJiBopwoCrOj0DWGnNig/UoIgiCIIURuN59Hg/bplZeXh7Kysm5tU5gVgQnZD8MbgohHdNS1JB0vQTyigTGGz0woxif7W1Dd2O7oV6jJnNLBMCIrgry4gbx4BFFdw8SRuYgZOgqyI85nyJyIyiK3idfscUUHeQYIgiAIYuDAeJhPfoAzbtw4JBIJJJNJVFZW4rzzzsMPfvADRKPhypGNjY0oKCjAjh07sLlBVGhMKc3Fhr1t0A0DWREdM6sKkbY44pHwLijtKRPVDe2oKs7Gpn3NaE+ZyItHUJofg8ZYxu0IgiAIYrCy8uP9mFEWQ0FBARoaGpCfn59x3UHpobjqqqtw7LHHorCwEP/617/wox/9CFu2bMH//M//dLhdZWUlAMAYUYZ0wz5ceuNduPqyS3B4mThBRgc2QTyiY1yJKN+cXJrXOwdCEARBEAOY7vgcBoyHYsmSJbjllls6XGft2rWYNWtWYPlf/vIXfPnLX0ZNTQ2Ki4PdN1UPhWpdxWIxxGKkPEkQBEEQYSTSJhKtLV3yUAwYg6KmpgY1NTUdrjNu3DjE40EJ0F27dmHMmDFYs2YN5syZE3hfGhSdnQyCIAiCILx09Rk6YEIeJSUlKCk5uIZXb7/9NgCgvLy8N4dEEARBEEQXGTAGRVdZvXo11qxZg1NOOQUFBQVYu3Ytvve97+Gss87C2LFj+3t4BEEQBDEsGXQGRSwWwxNPPIFbbrkFiUQCVVVVuOSSS/DDH/6wv4dGEARBEMOWQWdQHHvssVizZk1/D4MgCIIgCIVBKb3dXRKJhOf/w4lEIoElS5YMy2MHhvfxD+djB4b38Q/nYweG9/H357EPmCqPvmTnzp2orKzEjh07MGbMmP4eziFluFe4DOfjH87HDgzv4x/Oxw4M7+Pvi2Pv6j6HhYeCIAiCIIi+hQwKgiAIgiB6zKBLyjwYZFSnqakJjY2N/TyaQ4s83uF23JLhfPzD+diB4X38w/nYgeF9/H1x7HJfnWVIDIscik8//RQTJkzo72EQBEEQxKClszzEYWFQWJaF3bt3Iy8vD4yx/h4OQRAEQQwaOOdoampCRUUFNC1zpsSwMCgIgiAIguhbKCmTIAiCIIgeQwYFQRAEQRA9hgwKgiAIgiB6zJA3KO6//36MHz8e8XgcM2fOxKuvvtrfQ+p1lixZAsaY56+srMx5n3OOJUuWoKKiAllZWZg/fz42bNjQjyPuGa+88grOPPNMVFRUgDGGp556yvN+V443kUjgyiuvRElJCXJycnDWWWdh586dh/AoDp7Ojn/x4sWB6+H444/3rDNYj3/p0qWYPXs28vLyMGrUKJxzzjnYuHGjZ52h+v135diH8ne/bNkyHH300cjPz0d+fj7mzp2L5557znl/qH7vQOfHPlC+9yFtUDzxxBO4+uqrccMNN+Dtt9/GiSeeiEWLFmH79u39PbRe58gjj8SePXucv/Xr1zvv3XXXXbjnnntw7733Yu3atSgrK8OCBQvQ1NTUjyM+eFpaWjB9+nTce++9oe935XivvvpqLF++HI8//jhee+01NDc344wzzoBpmofqMA6azo4fAE4//XTP9fDss8963h+sx79y5UpcfvnlWLNmDV544QWk02ksXLgQLS0tzjpD9fvvyrEDQ/e7HzNmDO688068+eabePPNN3Hqqafi7LPPdoyGofq9A50fOzBAvnc+hDnuuOP4t7/9bc+yww8/nF933XX9NKK+4eabb+bTp08Pfc+yLF5WVsbvvPNOZ1l7ezsvKCjgv/71rw/RCPsOAHz58uXO664c74EDB3gkEuGPP/64s86uXbu4pmn8+eefP2Rj7w38x8855xdddBE/++yzM24zlI5/3759HABfuXIl53x4ff/+Y+d8eH33nHNeWFjI/+d//mdYfe8SeeycD5zvfch6KJLJJNatW4eFCxd6li9cuBCrVq3qp1H1HZs2bUJFRQXGjx+Pr3zlK/j0008BAFu2bEF1dbXnPMRiMZx88slD8jx05XjXrVuHVCrlWaeiogLTpk0bMudkxYoVGDVqFCZPnoxLLrkE+/btc94bSsff0NAAACgqKgIwvL5//7FLhsN3b5omHn/8cbS0tGDu3LnD6nv3H7tkIHzvQ1Z6u6amBqZporS01LO8tLQU1dXV/TSqvmHOnDl45JFHMHnyZOzduxe333475s2bhw0bNjjHGnYetm3b1h/D7VO6crzV1dWIRqMoLCwMrDMUro1FixbhvPPOQ1VVFbZs2YKbbroJp556KtatW4dYLDZkjp9zjmuuuQYnnHACpk2bBmD4fP9hxw4M/e9+/fr1mDt3Ltrb25Gbm4vly5dj6tSpzkNxKH/vmY4dGDjf+5A1KCR+ZUzO+ZBTy1y0aJHz76OOOgpz587FhAkT8Pvf/95JzBkO50HlYI53qJyT888/3/n3tGnTMGvWLFRVVeGZZ57Bueeem3G7wXb8V1xxBd577z289tprgfeG+vef6diH+nc/ZcoUvPPOOzhw4AD+8pe/4KKLLsLKlSud94fy957p2KdOnTpgvvchG/IoKSmBrusB62vfvn0BK3aokZOTg6OOOgqbNm1yqj2Gy3noyvGWlZUhmUyivr4+4zpDifLyclRVVWHTpk0AhsbxX3nllXj66afx8ssve3oLDIfvP9OxhzHUvvtoNIqJEydi1qxZWLp0KaZPn45f/epXw+J7z3TsYfTX9z5kDYpoNIqZM2fihRde8Cx/4YUXMG/evH4a1aEhkUjgww8/RHl5OcaPH4+ysjLPeUgmk1i5cuWQPA9dOd6ZM2ciEol41tmzZw/ef//9IXlOamtrsWPHDpSXlwMY3MfPOccVV1yBJ598Ei+99BLGjx/veX8of/+dHXsYQ+m7D4NzjkQiMaS/90zIYw+j3773XkvvHIA8/vjjPBKJ8AcffJB/8MEH/Oqrr+Y5OTl869at/T20XuX73/8+X7FiBf/000/5mjVr+BlnnMHz8vKc47zzzjt5QUEBf/LJJ/n69ev5BRdcwMvLy3ljY2M/j/zgaGpq4m+//TZ/++23OQB+zz338Lfffptv27aNc9614/32t7/Nx4wZw1988UX+1ltv8VNPPZVPnz6dp9Pp/jqsLtPR8Tc1NfHvf//7fNWqVXzLli385Zdf5nPnzuWjR48eEsf/ne98hxcUFPAVK1bwPXv2OH+tra3OOkP1++/s2If6d/+jH/2Iv/LKK3zLli38vffe49dffz3XNI3/4x//4JwP3e+d846PfSB970PaoOCc8/vuu49XVVXxaDTKjz32WE+J1VDh/PPP5+Xl5TwSifCKigp+7rnn8g0bNjjvW5bFb775Zl5WVsZjsRg/6aST+Pr16/txxD3j5Zdf5gACfxdddBHnvGvH29bWxq+44gpeVFTEs7Ky+BlnnMG3b9/eD0fTfTo6/tbWVr5w4UI+cuRIHolE+NixY/lFF10UOLbBevxhxw2AP/TQQ846Q/X77+zYh/p3/81vftO5l48cOZKfdtppjjHB+dD93jnv+NgH0vdO3UYJgiAIgugxQzaHgiAIgiCIQwcZFARBEARB9BgyKAiCIAiC6DFkUBAEQRAE0WPIoCAIgiAIoseQQUEQBEEQRI8hg4IgCIIgiB5DBgVBEARBED2GDAqCIA4Z8+fPx9VXX93fwyAIog8gg4IgCIIgiB5DBgVBEARBED2GDAqCIPqElpYW/Pu//ztyc3NRXl6On//85573//jHP2LWrFnIy8tDWVkZvvrVr2Lfvn0ARGvmiRMn4u677/Zs8/7770PTNHzyySeH7DgIgugaZFAQBNEn/OAHP8DLL7+M5cuX4x//+AdWrFiBdevWOe8nk0ncdtttePfdd/HUU09hy5YtWLx4MQCAMYZvfvObeOihhzz7/N3vfocTTzwREyZMOJSHQhBEF6BuowRB9DrNzc0oLi7GI488gvPPPx8AUFdXhzFjxuA//uM/8Mtf/jKwzdq1a3HcccehqakJubm52LNnDyorK7Fq1Socd9xxSKVSGD16NH72s5/hoosuOsRHRBBEZ5CHgiCIXueTTz5BMpnE3LlznWVFRUWYMmWK8/rtt9/G2WefjaqqKuTl5WH+/PkAgO3btwMAysvL8YUvfAG/+93vAAB/+9vf0N7ejvPOO+/QHQhBEF2GDAqCIHqdzhyfLS0tWLhwIXJzc/HHP/4Ra9euxfLlywGIUIjk4osvxuOPP462tjY89NBDOP/885Gdnd2nYycI4uAgg4IgiF5n4sSJiEQiWLNmjbOsvr4eH3/8MQDgo48+Qk1NDe68806ceOKJOPzww52ETJXPf/7zyMnJwbJly/Dcc8/hm9/85iE7BoIguofR3wMgCGLokZubi29961v4wQ9+gOLiYpSWluKGG26Apok5zNixYxGNRvHf//3f+Pa3v433338ft912W2A/uq5j8eLF+NGPfoSJEyd6QigEQQwsyENBEESf8LOf/QwnnXQSzjrrLHz2s5/FCSecgJkzZwIARo4ciYcffhh//vOfMXXqVNx5552BElHJt771LSSTSfJOEMQAh6o8CIIY0Lz++uuYP38+du7cidLS0v4eDkEQGSCDgiCIAUkikcCOHTvwH//xHygvL8ejjz7a30MiCKIDKORBEMSA5E9/+hOmTJmChoYG3HXXXf09HIIgOoE8FARBEARB9BjyUBAEQRAE0WPIoCAIgiAIoseQQUEQBEEQRI8hg4IgCIIgiB5DBgVBEARBED2GDAqCIAiCIHoMGRQEQRAEQfQYMigIgiAIgugx/x80VaJ0Xw/A3wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Change idx to see other station\n",
    "idx = 108\n",
    "\n",
    "# Get available station ids\n",
    "p_stationIds = list(np.load('./data/20days_avgd_year_data.npz').keys())\n",
    "p_stationIds = [int(k.split('_')[0]) for k in p_stationIds]\n",
    "\n",
    "\n",
    "if idx in p_stationIds:\n",
    "    avg = np.load('./data/20days_avgd_year_data.npz')['%d_temp'%idx]\n",
    "\n",
    "    fig,ax = plt.subplots(1,1,figsize=(6,3))\n",
    "\n",
    "    x = np.arange(avg.reshape(-1).shape[0])\n",
    "    ax.set_title('yearly daily periodicity data of station id(%d)'%idx)\n",
    "    ax.plot(x/60/24,avg.reshape(-1),linewidth=0.1,label='yearly daily periodicity data')\n",
    "    ax.set_ylabel(\"$\\langle T_{%d} \\\\rangle (t)$ [$^\\circ$C]\"%idx)\n",
    "    ax.set_xlim(0,366)\n",
    "    ax.set_xlabel('day')\n",
    "    ax.tick_params(axis=\"both\", direction='in')\n",
    "\n",
    "    plt.show()\n",
    "else:\n",
    "    print('%d not exist'%idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Turbulent potential($\\theta$\\') mesh data\n",
    "View turbulent potential mesh data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targetDate = list(np.load('./data/var_map_from_pt_ex4_60min_2000.npz').keys())[0]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(4,4))\n",
    "tmp = targetDate.split('_')\n",
    "fig.suptitle('$\\\\theta$\\' mesh data on 20%s/%s/%s %s:%s'%(tmp[0],tmp[1],tmp[2],tmp[3],tmp[4]))\n",
    "targetData = np.load('./data/var_map_from_pt_ex4_60min_2000.npz')[targetDate].reshape(1,1,128,128)\n",
    "d,levels = genWithMask(targetData)\n",
    "cf = ax.contourf(XAXIS/1000,YAXIS/1000,\n",
    "                 d.reshape(128,128),levels=levels,cmap='jet')\n",
    "                 \n",
    "cb = plt.colorbar(cf)\n",
    "cb.ax.set_ylabel('K')\n",
    "ax.set_xlabel('[km]')\n",
    "ax.set_ylabel('[km]')\n",
    "\n",
    "plt.subplots_adjust(top=0.93)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relative humidity mesh data\n",
    "View relative humidity mesh data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targetDate = list(np.load('./data/rel_hum_60min_2000.npz').keys())[0]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(4,4))\n",
    "tmp = targetDate.split('_')\n",
    "fig.suptitle('relative humidity mesh data on 20%s/%s/%s %s:%s'%(tmp[0],tmp[1],tmp[2],tmp[3],tmp[4]))\n",
    "targetData = np.load('./data/rel_hum_60min_2000.npz')[targetDate].reshape(1,1,128,128)\n",
    "d,levels = genWithMask(targetData)\n",
    "cf = ax.contourf(XAXIS/1000,YAXIS/1000,\n",
    "                 d.reshape(128,128),levels=levels,cmap='jet')\n",
    "                 \n",
    "cb = plt.colorbar(cf)\n",
    "cb.ax.set_ylabel('[%]')\n",
    "ax.set_xlabel('[km]')\n",
    "ax.set_ylabel('[km]')\n",
    "\n",
    "plt.subplots_adjust(top=0.93)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## $\\theta$\\' gnn data\n",
    "View $\\theta$\\' gnn data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targetDate = list(np.load('./data/gnn_pt_60min_2020.npz').keys())[0]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(4,2))\n",
    "tmp = targetDate.split('_')\n",
    "fig.suptitle('$\\\\theta$\\' data on 20%s/%s/%s %s:%s'%(tmp[0],tmp[1],tmp[2],tmp[3],tmp[4]))\n",
    "targetData = np.load('./data/gnn_pt_60min_2020.npz')[targetDate]\n",
    "\n",
    "cf = ax.scatter(IDPOSES_UTM[:,0],targetData,s=5)\n",
    "ax.set_xlabel('station id')\n",
    "ax.set_ylabel('K')\n",
    "\n",
    "plt.subplots_adjust(top=0.9)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relative humidity gnn data\n",
    "View relative humidity gnn data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targetDate = list(np.load('./data/gnn_rel_hum_2020_2020.npz').keys())[0]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(4,2))\n",
    "tmp = targetDate.split('_')\n",
    "fig.suptitle('Relative humidity data on 20%s/%s/%s %s:%s'%(tmp[0],tmp[1],tmp[2],tmp[3],tmp[4]))\n",
    "targetData = np.load('./data/gnn_rel_hum_2020_2020.npz')[targetDate]\n",
    "\n",
    "cf = ax.scatter(IDPOSES_UTM[:,0],targetData,s=5)\n",
    "ax.set_xlabel('station id')\n",
    "ax.set_ylabel('[%]')\n",
    "\n",
    "plt.subplots_adjust(top=0.9)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
